{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1599 entries, 0 to 1598\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   fixed acidity         1599 non-null   float64\n",
      " 1   volatile acidity      1599 non-null   float64\n",
      " 2   citric acid           1599 non-null   float64\n",
      " 3   residual sugar        1599 non-null   float64\n",
      " 4   chlorides             1599 non-null   float64\n",
      " 5   free sulfur dioxide   1599 non-null   float64\n",
      " 6   total sulfur dioxide  1599 non-null   float64\n",
      " 7   density               1599 non-null   float64\n",
      " 8   pH                    1599 non-null   float64\n",
      " 9   sulphates             1599 non-null   float64\n",
      " 10  alcohol               1599 non-null   float64\n",
      " 11  quality               1599 non-null   int64  \n",
      "dtypes: float64(11), int64(1)\n",
      "memory usage: 150.0 KB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8.320</td>\n",
       "      <td>0.528</td>\n",
       "      <td>0.271</td>\n",
       "      <td>2.539</td>\n",
       "      <td>0.087</td>\n",
       "      <td>15.875</td>\n",
       "      <td>46.468</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.311</td>\n",
       "      <td>0.658</td>\n",
       "      <td>10.423</td>\n",
       "      <td>5.636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.741</td>\n",
       "      <td>0.179</td>\n",
       "      <td>0.195</td>\n",
       "      <td>1.410</td>\n",
       "      <td>0.047</td>\n",
       "      <td>10.460</td>\n",
       "      <td>32.895</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.154</td>\n",
       "      <td>0.170</td>\n",
       "      <td>1.066</td>\n",
       "      <td>0.808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.600</td>\n",
       "      <td>0.120</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.012</td>\n",
       "      <td>1.000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>0.990</td>\n",
       "      <td>2.740</td>\n",
       "      <td>0.330</td>\n",
       "      <td>8.400</td>\n",
       "      <td>3.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>7.100</td>\n",
       "      <td>0.390</td>\n",
       "      <td>0.090</td>\n",
       "      <td>1.900</td>\n",
       "      <td>0.070</td>\n",
       "      <td>7.000</td>\n",
       "      <td>22.000</td>\n",
       "      <td>0.996</td>\n",
       "      <td>3.210</td>\n",
       "      <td>0.550</td>\n",
       "      <td>9.500</td>\n",
       "      <td>5.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.900</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.260</td>\n",
       "      <td>2.200</td>\n",
       "      <td>0.079</td>\n",
       "      <td>14.000</td>\n",
       "      <td>38.000</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.310</td>\n",
       "      <td>0.620</td>\n",
       "      <td>10.200</td>\n",
       "      <td>6.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.200</td>\n",
       "      <td>0.640</td>\n",
       "      <td>0.420</td>\n",
       "      <td>2.600</td>\n",
       "      <td>0.090</td>\n",
       "      <td>21.000</td>\n",
       "      <td>62.000</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.400</td>\n",
       "      <td>0.730</td>\n",
       "      <td>11.100</td>\n",
       "      <td>6.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>15.900</td>\n",
       "      <td>1.580</td>\n",
       "      <td>1.000</td>\n",
       "      <td>15.500</td>\n",
       "      <td>0.611</td>\n",
       "      <td>72.000</td>\n",
       "      <td>289.000</td>\n",
       "      <td>1.004</td>\n",
       "      <td>4.010</td>\n",
       "      <td>2.000</td>\n",
       "      <td>14.900</td>\n",
       "      <td>8.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fixed acidity  volatile acidity  citric acid  residual sugar  \\\n",
       "count       1599.000          1599.000     1599.000        1599.000   \n",
       "mean           8.320             0.528        0.271           2.539   \n",
       "std            1.741             0.179        0.195           1.410   \n",
       "min            4.600             0.120        0.000           0.900   \n",
       "25%            7.100             0.390        0.090           1.900   \n",
       "50%            7.900             0.520        0.260           2.200   \n",
       "75%            9.200             0.640        0.420           2.600   \n",
       "max           15.900             1.580        1.000          15.500   \n",
       "\n",
       "       chlorides  free sulfur dioxide  total sulfur dioxide   density  \\\n",
       "count   1599.000             1599.000              1599.000  1599.000   \n",
       "mean       0.087               15.875                46.468     0.997   \n",
       "std        0.047               10.460                32.895     0.002   \n",
       "min        0.012                1.000                 6.000     0.990   \n",
       "25%        0.070                7.000                22.000     0.996   \n",
       "50%        0.079               14.000                38.000     0.997   \n",
       "75%        0.090               21.000                62.000     0.998   \n",
       "max        0.611               72.000               289.000     1.004   \n",
       "\n",
       "             pH  sulphates   alcohol   quality  \n",
       "count  1599.000   1599.000  1599.000  1599.000  \n",
       "mean      3.311      0.658    10.423     5.636  \n",
       "std       0.154      0.170     1.066     0.808  \n",
       "min       2.740      0.330     8.400     3.000  \n",
       "25%       3.210      0.550     9.500     5.000  \n",
       "50%       3.310      0.620    10.200     6.000  \n",
       "75%       3.400      0.730    11.100     6.000  \n",
       "max       4.010      2.000    14.900     8.000  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 颜色\n",
    "color = sns.color_palette()\n",
    "# 数据print精度\n",
    "pd.set_option('precision',3)\n",
    "# 查看当前挂载的数据集目录!ls datalab/44\n",
    "df = pd.read_csv('winequality-red.csv',sep = ';')\n",
    "df.head(5)\n",
    "df.info()\n",
    "# 简单的数据统计\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Figure 1: Univariate Boxplots\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set plot style\n",
    "plt.style.use('ggplot')\n",
    "colnm = df.columns.tolist()\n",
    "fig = plt.figure(figsize = (10, 6))\n",
    "\n",
    "\n",
    "for i in range(12):\n",
    "    plt.subplot(2,6,i+1)\n",
    "    sns.boxplot(df[colnm[i]], orient=\"v\", width = 0.5, color = color[0])\n",
    "    plt.ylabel(colnm[i],fontsize = 12)\n",
    "    plt.subplots_adjust(left=0.2, wspace=0.8, top=0.9)\n",
    "\n",
    "    plt.tight_layout()\n",
    "print('\\nFigure 1: Univariate Boxplots')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Figure 2: Univariate Histograms\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#柱状图\n",
    "colnm = df.columns.tolist()\n",
    "plt.figure(figsize = (10, 8))\n",
    "\n",
    "for i in range(12):\n",
    "    plt.subplot(4,3,i+1)\n",
    "    df[colnm[i]].hist(bins = 100, color = color[0])\n",
    "    plt.xlabel(colnm[i],fontsize = 12)\n",
    "    plt.ylabel('Frequency')\n",
    "plt.tight_layout()\n",
    "print('\\nFigure 2: Univariate Histograms')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Figure 3: Acidity Features in log10 Scale\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#对数柱状图\n",
    "acidityFeat = ['fixed acidity', 'volatile acidity', 'citric acid',\n",
    "               'free sulfur dioxide', 'total sulfur dioxide', 'sulphates']\n",
    "\n",
    "plt.figure(figsize = (10, 4))\n",
    "\n",
    "for i in range(6):\n",
    "    ax = plt.subplot(2,3,i+1)\n",
    "    v = np.log10(np.clip(df[acidityFeat[i]].values, a_min = 0.001, a_max = None))\n",
    "    plt.hist(v, bins = 50, color = color[0])\n",
    "    plt.xlabel('log(' + acidityFeat[i] + ')',fontsize = 12)\n",
    "\n",
    "    plt.ylabel('Frequency')\n",
    "plt.tight_layout()\n",
    "print('\\nFigure 3: Acidity Features in log10 Scale')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#放在一张图里的酸度分析\n",
    "plt.figure(figsize=(6,3))\n",
    "\n",
    "bins = 10**(np.linspace(-2, 2))\n",
    "plt.hist(df['fixed acidity'], bins = bins, edgecolor = 'k', label = 'Fixed Acidity')\n",
    "plt.hist(df['volatile acidity'], bins = bins, edgecolor = 'k', label = 'Volatile Acidity')\n",
    "plt.hist(df['citric acid'], bins = bins, edgecolor = 'k', alpha = 0.8, label = 'Citric Acid')\n",
    "plt.xscale('log')\n",
    "plt.xlabel('Acid Concentration (g/dm^3)')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Histogram of Acid Concentration')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "\n",
    "print('Figure 4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0    0.998  3.51       0.56   \n",
       "1                 25.0                  67.0    0.997  3.20       0.68   \n",
       "2                 15.0                  54.0    0.997  3.26       0.65   \n",
       "3                 17.0                  60.0    0.998  3.16       0.58   \n",
       "4                 11.0                  34.0    0.998  3.51       0.56   \n",
       "\n",
       "   alcohol  quality  \n",
       "0      9.4        5  \n",
       "1      9.8        5  \n",
       "2      9.8        5  \n",
       "3      9.8        6  \n",
       "4      9.4        5  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['fixed acidity', 'volatile acidity', 'citric acid', 'residual sugar',\n",
       "       'chlorides', 'free sulfur dioxide', 'total sulfur dioxide', 'density',\n",
       "       'pH', 'sulphates', 'alcohol', 'quality'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #甜度 !!!!!!!!!!!!没有甜度\n",
    "# plt.figure(figsize = (5,3))\n",
    "# df['sweetness'].value_counts().plot(kind = 'bar', color = color[0])\n",
    "# plt.xticks(rotation=0)\n",
    "# plt.xlabel('sweetness', fontsize = 12)\n",
    "# plt.ylabel('Frequency', fontsize = 12)\n",
    "# plt.tight_layout()\n",
    "# print(\"Figure 6: Sweetness\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Figure 7: Physicochemical Properties and Wine Quality by Boxplot\n"
     ]
    },
    {
     "data": {
      "image/png": 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RI0bwHB0hmkGhRWMLCwtRUVEhXXappKQEr169UkpgmmrkyJG4ePEigOreONq2lnDhxo0b2LZtG86dO4ecnBzMmjUL+/btg4ODA9+hqSy+L3yEQqF0Pdj8/HwUFhaynghzuXINaZqwsDDcvHkTUVFRKC8vx+HDh3H//n34+/vzHVqT0LruRJXpKPLijz76CFOmTEFERATCw8MxZcoUTJkyRVmxaaQff/xReltaIBDg0qVLPEdEtMHnn38uncj6zjvv4PDhwzSxVcXFxsZKx/CLxWLExsayXufRo0dx7949HD16lPW6SNMkJSXh2LFjAABLS0tER0fju+++4zkqxRQWFtISjUQlKNQTvHjxYtjZ2eH69esAgFWrVtHt/UakpqZKV2hgGEYjxwQT1VNVVYW+fftKy3379kVlZWWz3uPo0aPIzc3F5s2b6z32119/YcWKFbhz5w6sra0RGhqKXr16KRy3NuN6y3OhUCg9l1+7do2TnmfSuKqqKpmhS/r6+g1OTFc1tK47UWUt6gl++PAhAODu3buwtLTExIkTMXHiRHTo0AF3795VaoCaxtnZWaZMC+ATLhgZGSE1NVVavn79OoyNjZv02qqqKkRERDS4Num6detgb2+PGzduYNKkSVi9erXCMWu7mrkWbyorW93eX+oNVg0DBw5EYGAgrl+/jrS0NKxevRoDBgzgOyxCNEKLeoJDQ0Nx6NAhuWtWCgQCJCUlKRwYW/ie8c0FeWOwalu3bp3a/46kedauXYsFCxZAT08PAoEAAoEAe/fubdJrQ0JC8OTJE/j4+NRbcg+oXobt2rVrCAsLg4GBAWbMmIFDhw7h4cOH6NGjR4viPXr0KB49etTgc/744w8A/+tVkqdbt2749NNPWxQD38rKyhosK1tNL3CNa9eusVofaZp169YhPDwcISEh0NPTg6urKwICAvgOixCN0KIk+NChQwCA5ORk6TqkFRUVeP36Ndq3b6/UANnG9YxvrhfAr1kjtnaZaJ8BAwbgypUruH//PnR1dWFjYyOzjXJD5s+fDwsLC+zduxfPnz+v9/jjx4/Rvn17mS25rays5CbBxcXFKC4uljlWUFBQ7z0fPXqEh1l30NnozTscmoh0AQDlj17IffxpWas3/1KEqAljY2O6s0IISxQaE/zdd99hz549uHTpEvLz8/Hxxx9j27ZtKr0dK98zvrlYAL/27ygUCjFnzhzpY+Hh4TTOTwtVVlYiJSUFJSUlAIDMzEw8fvwYS5cubfS1FhYWDT5eWloKQ0NDmWOGhoZyey5PnDiBffv2NSnmzkYVWPjO0yY9V569Dzq3+LV8aOwODkB3cbRRRkYGDh8+jNLSUjAMA4lEgidPntQbM04IaT6FkuCDBw9Kd4ezsbFBXFwc/P39VToJ5pu3tzcuX74sTYLZXgDf3Nxc2hvs6OhICbCWWrp0KfLy8vD8+XO8++67uH37NpycnJTy3oaGhvUm2ZWXl8sdc+zn54eJEyfKHCsoKMD06dOVEosmMTAwkPm7NrXnXp3QkmyNCw4Oxvjx43Hx4kVMnToVSUlJtLQmIUqiUBIskUhgaWkpLb/99ttyxwyS/zE3N4enpycuXbqEYcOGcXLi79SpE548eYL58+ezXhdRTVlZWbh06RI2btyI2bNnQyKRYOPGjUp5b2tra7x48QJlZWXSNcMfP36Mbt261Xuuqakp7Sr5BnXvUuXk5GD58uXS8o4dO+T+TZVFV1dXZlt1XV1d1uqqERsbi6ysLNa3j1dnAoEAc+fORWFhIbp3746xY8di0qRJfIdFiEZQaLqxubk5Tp48CZFIBLFYjDNnzqBDhw7Kik1jeXt7o0+fPpxtg6qvrw8bGxvqadFiHTt2hJ6eHrp164b79+/jnXfewd9//62U927Tpg2cnZ0RGRmJyspKREVFoV27dujZs6dS3l9bde/eXdr726lTJ1YTYAB4//33Zcru7u6s1icUCnH58mUwDIPk5GRaN/YNasbaW1lZ4cGDBzA0NGR9pRBCtIVCPcGbN2/GsmXLsHnzZggEAvTt27fBZZRINXNzc2zdupXvMIgWMTY2xvnz59G7d2+cPn0a3bt3R2lpqULv6eDggCNHjsDR0RHbt2/H6tWr4eLiAhsbG+zZs0et1jJVVV26dMGjR49keoSVqfY45KqqKpnHnj59yuoY5NjYWOmdQ4lEwllvsLoNwejfvz+WLFmCxYsX45///CcePXoEPb3Gv7rT09OxYcMGPH36FG5ubggNDa03MTo6Oho7duyQrkNsbGyMq1evsvJ7cEkbVoEiyqFQEtytWzfExcXh1atX0NXVpZUH5KAtI4kqWL9+PU6fPo2goCCcOXMGM2bMaNKkuNrqrmKSkZEh/XfHjh1pXVkWGBkZoU+fPqz3AgPVd4xqhkS0bdtWZoMGNqSmpkIkEgEARCIRZxsHqdsQjDVr1uD27duwsbHBmjVrcO3aNezatavB15SVlWHRokUICQmBs7Mz1qxZg8jISKxcuVLmednZ2Vi9erXGj8nnehUo0nyNLYvZlCUxgeYvi6lQEiwUCnHu3DmUlJRIZ63m5uY22kBr1N2B6tKlS9ixYwcKCwvxj3/8A5s3b2b9RMwHapCEa926dcOKFSsAAHv27OE5GtXE10mYT3XHIa9atQpPnjzB7t27We8ldXd3x8WLF6VlLnYbrTsEw9vbW+V7gwUCAezt7QEAQ4cOxdChQxt9TVpaGjp37iz9mwYEBMDX11duEjx+/Hilx8w3vleBIs3X2LKYjS2JCbRsWUyFkuAlS5bA0NAQv//+O9zc3HDt2jUMGjSo0ddVVVXhwIEDOHDggHRcbEFBAYKDg3Hs2DFYW1vD398fp0+fVvsrVNoyUj1pY0KkSoqKivCyrJVCy5w9LWuF9v9/16Up+DoJqxIu5w+8++67Mklw7W292cLXEAyu5ebmytw9sLKywsuXL1FUVCTtfGEYBg8ePMDhw4excOFCdOnSBcHBwXJ3o2vq+t6EKIKPZTEVSoLz8/ORmJiIjRs3YurUqVi4cCH8/f0bfZ28HagSExPh5uYGOzs7AMDcuXMRERGh9kkwURwfu4dRQqSdtG1tYj7VbLpU48CBAxgyZAirdfI1BINrJSUl0pVaAEBPTw/6+vooLy+XHisqKoKdnR1mzpwJJycnfPvtt5g3bx4uXrxYbwWX5qzvTTSDtnQEKZQE16wEUTPjfNy4cdITTEPk7UD16NEjmStXa2trPHz4UO7r6apUu/C1exglRPxp164dDIseKPz3N6QhRyqr7sRMRSdqNoW7uzuSkpIgEomgp6fHyRAMZfj5558xePBgFBUVIT09HSNGjGjw+UZGRqio+N/5UiQSoaqqSiYxNjMzQ1RUlLTs5eWF48eP486dO3jvvfdk3o/W99Y+2tIRpFAS3L59e/zrX/+Cvb099u7dCxMTE5krzTeRtwNVaWmpzPFWrVq98b2ac1WqLVczmo4SUsVIJBIcO3YMDx48wLp16xATE4M5c+ZwshYsIaqiZrMiANDR0eFsmUpFhIWF4ebNm4iKikJ5eTkOHz6M+/fvN3jX1cbGBpcuXZKWc3NzYWZmhrZt20qP5eTkIDExUaYnvLKyUu6mLLS+t3bShu9dhZdIu3DhAhwdHWFnZ4eIiIgWL+VT98q1oqJC5qq1tuZclWrL1QwhDQkNDYVQKMSvv/4KAPjpp5/w/PlzBAcH8xwZ0VaDBg3CL7/8Ii07OjqyXicfmxUpKikpCWfPngUAWFpaIjo6Gl5eXg0mwS4uLlizZg2SkpIwZMgQ7N+/H6NHj5Z5jqmpKQ4ePIiePXvCw8MDp06dgkgkkk7CI0QbKNwTPHPmTABAUFAQgoKCWvxeNjY2Mksu1R0eUVtzr0q14WqGkIZcv34dZ8+ehZeXF0xMTHDs2DGNnBVO1Mf8+fMxZ84cmTIXvL29kZeXpxa9wED1RPLaqyTp6+s3uga3kZERIiMjsWHDBgQFBcHNzQ2BgYHIz8/HmDFjcOHCBXTq1AlhYWEIDQ3FsmXL0KtXL+zfv18jt+cm5E0USoKVafjw4di7dy9u3bqFHj164MiRI/WuXIlqoCEm6kdPT09mlykDA4MmLbhPiDLVXTe9VatWqKioQOvWrbF7927pcTbXTVe3zYoGDhyIwMBATJ48GQKBAPHx8XJXcJD3uvPnz8scMzExkels8vDwUJtx0dqMj8nhXONjRSBAhZLgt99+G9u2bUNQUBAKCwsxevRozJo1i++wiBw0xET99OrVCzExMRCLxcjJycGXX36J3r178x0W0XI6OjrQ0dFB5850t+1N1q1bh/DwcISEhEBPTw+urq4ICAjgOyzCIb4mh2sDXpPgujtQjRgxotFZr0Q10BAT9bJ27Vps374dL1++xLRp0/Dee+/ReGDCOdrEoPmMjY2xevVqvsMgPOP6O5frnlm+VgRqURLc2MoMdJVKiGoxMTHB9u3b+Q6DENJEixcvRnh4OMaOHSv38bpDHQghzdeiJLhm29+cnBz88ccfGDFiBPT09JCUlARbW1ulBkgaRmOFmqYlY4U0wbx58xp8/ODBgxxFovq4/pxpQ9slLffZZ58BAFauXEmT1QjntGWt9hYlwTUn5JkzZyIuLg7m5uYAqmf3NmXHOKI8NFaINOSDDz7gO4QWe9pIQvp3VfXnuo2++I2v78FKZMpBbZc0pGb31C+++AIJCQk8R0Nqo8nhmkOhMcHPnz+XJsBA9dJlL1++VDgo0jyaPj5XW65I2TBy5EiYmJigSM16wd+0PGJtf/7/F41FNxu5j/do4vvU4ONzpultlyjOyMgIBQUFsLS05DsU8v9ocrjmUCgJtrW1xerVqzF+/HgwDIMzZ840aekWTUa3OIkqmTFjBs6ePQsXFxeZtUUZhoFAIEBWVhaP0b1ZUz77NKmKNEXdZdlqLgjb1bpYYXNJNkWVlZVh+PDhsLS0hLGxsfQ4jQnmF13AagaFkuCtW7ciIiIC27ZtA1C9L3vdFR+0Dd3i1AyaMg65Zqepe/fuyawTDEDteoeJYpR1gQ6o90V6zZyWdmpyZ2jt2rV8h9As1BFE1IlCSbCJiQmWLVuGR48eoVevXqioqIChoaGyYlNbdIVIVM2kSZOkCXENX19ffPvttzxFRLi+0FLGBXpNnepE3Zdli4+Pr7eyy6JFi+Dk5MRTRA2jjiCiThRKgm/duoWAgADo6enh5MmTGD9+PA4cOICBAwcqKz5CeKEp45D9/Pzw66+/ory8XKZdSiQS9OvXr0nvkZ6ejg0bNuDp06dwc3NDaGgoTExMZJ4THR2NHTt2SLd3NTY2xtWrV5X3ixClUPQCHaCLdK5s2LABf/31F3755RcIhULpcZFIhLy8PB4jaxx1BGmGhiYnNzYxueb1zZmczHV9gIJJcGhoKL788kssX74clpaWCA0NxbZt2/DNN98o8rakGfi4ba8pQwW0QWRkJIqKirBmzRqEhIRIj+vp6cHCwqLR15eVlWHRokUICQmBs7Mz1qxZg8jISKxcuVLmednZ2Vi9ejWmT5+u9N+BS1yehDXlQouwY/LkyXjw4AGys7NlVnnR1dWFvb09j5ERbdDYpOLGJiYDzZuczHV9NRRKgsvLy9GzZ09p2cPDA2FhYYq8JSFEiUxMTGBiYoJ///vfMscZhkFubm6jJ4y0tDR07twZHh4eAKo3wvH19ZWbBI8fP16psXONr5MwIfL069cP/fr1w5AhQ/DWW2/xHY7KojHI7Gjsb6HsYUVc11dDoSRYT08Pr169ks46z8nJUUpQysR1r6U2bDVIPVjq5+TJkwgNDUVZWZn0mLm5eaNDFuomylZWVnj58iWKioqkE4sYhsGDBw9w+PBhLFy4EF26dEFwcLDclWKKi4tRXFwsc6ygoECB30x5+DoJEyJPzY5xc+bMkfs4rQ5RTRvGINPdV/YolATPmzcPvr6+ePHiBZYtW4arV69i8+bNyoqNEClN3ziBbYcPH8bx48dx4MABLFmyBJcvX25S8llSUgIjIyNpWU9PD/r6+igvL5ceKyoqgp2dHWbOnAknJyd8++23mDdvHi5evAhTU1OZ9ztx4kSj264TdijjixRQ7q542rAaRUvV7BjX2N+G0Bhk0hDSK3YAACAASURBVHIKJcHDhg1Djx49cPXqVUgkEixYsAA9eqhWqsF1ryX1kiofHxsnAPwM0mdLu3btMGDAAPTp0wcvX77E/Pnz8eGHHzb6OiMjI1RU/K+HRSQSoaqqSiYxNjMzQ1RUlLTs5eWF48eP486dO3jvvfdk3s/Pzw8TJ06UOVZQUKD2Y4lbStMv7rjeVECTbo3X7BhnZWWFgwcPYuPGjcjJycHOnTuxadMmXmPTdtpwx1dbKJQEJyQkYPz48bC2tgYAiMVi7Ny5E8uXL1dKcMqiScmMPJr+RcrHxgmaNj60ZuiStbU17ty5gyFDhkAsfvNnvoaNjQ0uXbokLefm5sLMzAxt27aVHsvJyUFiYiLmzp0rPVZZWQkDA4N672dqalqvd7ip6m56IC+ZUeVND+ri+uJOGV+kgGrviqeJt8ZXrVqFYcOGAQA6d+4MJycnrFmzBkeOHOE5MkLUn0JJ8KFDh3Dz5k2sXbsWz549w9KlS2W2UVYFmpbM1EW9pOzQtPGhU6ZMwT//+U8cPHgQEyZMwI8//oju3bs3+joXFxesWbMGSUlJGDJkCPbv34/Ro0fLPMfU1BQHDx5Ez5494eHhgVOnTkEkErE+g93MzIzV92cb7YrHDk27NV5YWIiZM2cCAFq1aoVZs2YhPj6e56i0G/XMag6FkuAzZ85g27ZtmDRpEoqLixEQEABvb29lxaYUfCQzXPbMUi8paYrJkyfjww8/hLGxMU6dOoVff/0V77//fqOvMzIyQmRkJDZs2ICgoCC4ubkhMDAQ+fn5GDNmDC5cuIBOnTohLCwMoaGhWLZsGXr16oX9+/fL7QlWRN1NDwjRBmKxGH/99Zd0hYgXL16AYRieoyJEMyiUBAsEAhgYGKCsrAwSiUS6SoQqY/uWKl89s1zStF5STXb8+PE3PvbVV19h9uzZjb7HwIED681ENzExQUZGhrTs4eEhXUaNEKI8s2bNwoQJE/D+++9DIBDg2rVrWLFiBd9hEaIRFEqCx40bB3t7eyQkJODFixcIDAxEYmIiDh48qKz4WKfsW6p0i5Ookvv37/MdAlEhit6lqnmPpt6p0vQlKrkwefJk2NnZIS0tDbq6uvj000/Rq1cvvsMiRCMolAQvWLAAEyZMAAC0bt0aJ0+exO7du5USGFvolirRJrV3iQOAp0+fQiQSSSezEu2hjLtUgOrfqdJEvXv3Ru/evfkOgxCN06Ik+OHDh+jRowfeeecd3L17V+axMWPGKCUwQojy5Obmwt/fH8+ePYNEIoGZmRkOHTqkcksaEvbwcZeKjyUqX/75uMHnNKW3ux1NWCJEK7QoCQ4NDcWhQ4ewcOHCeo8JBAIkJSUpHBghRHk2b96MOXPmSNfo/eabb7Bp06Z62ykTos60YU4GIUR5WpQE9+nTB0B1Muzo6KjUgAghyvfy5UuZTSomTZqEL7/8kr+AiNbgcjlFmpNBCGmOFiXB3377LaZNm4bNmzcjKiqq3nItdCuJENUiFotRVFQkbZtCoZDniIg2oOUUCSGqrEVJ8JAhQzB06FAwDANnZ2eZxwQCAbKyspQSHCFEOXx9feHj44PRo0dDIBDgu+++g5+fH99hEQ2nCsspatpOg4QQ5WlRErxp0yZs2rQJ06dPR0xMjLJjIoQomY+PD6ytrfHTTz9BIpFgw4YNcHNz4zssQjin7jsNEll8LYvH9a6pXG7CpU0UWiKNjQT4888/R3R0NPT0qkPr0aMHzpw5o/R6CNEmy5Ytw5QpUxAUFMR3KGqDehA1Ay2LSZSN62E+NOGTPQolwWzIzs7Gvn37aPcpQpTI0dERu3fvRmFhISZPngwvLy9YWFjwHZZaoR5EQlQP18vwAdwP81HFCZ9FRUV4+vQprl69iiFDhnBSJxtUMgmm3XAIUa6PP/4YH3/8MR4+fIhvvvkGU6dORe/evREZGcl3aCqL6x7Euj3PAPU+k5ZLT0/Hhg0b8PTpU7i5uSE0NBQmJiYyz/n999+xatUq/P7777Czs8POnTthaWnJU8REnTx9Wn3RERYWRkmwsgiFQhQWFmLjxo24ffs2bG1tsXHjRtjYyHbvFxcXo7i4WOZYQUEBl6GqNLqNq3ya8jctLy9HZWUlGIaBrq4u3+GQRrDd+6wpn2siq6ysDIsWLUJISAicnZ2xZs0aREZGYuXKldLnMAyDJUuWwNfXF15eXggLC8P27dsRERGhUN18jNGl8bLsq32uKKr1fyORSLBw4UK0a9dOqeeKppybAMXPTyqXBDs5OSEgIAC2trY4cuQI/P398e2338p8YZ84cQL79u3jMVL1omm3cVWhx0zd/qbHjx9HXFwcKisrMXnyZJw+fRodOnTgOyxSiyqMXVW3zzWRLy0tDZ07d5YOKwwICICvr69MEvzgwQMUFhZi6tSpAICFCxfCxcUFr1+/rtdjrMpovCz3anqBa5fZXhqXrXOTSiXBPXv2lFnA39/fH8eOHcPjx49leoP9/PxkFv4HqnuCp0+fzlWoKo3v27hsXbE1hO0vb1VIUBSRmZmJ4ODgeksaEu2m7p9rIl9ubq5MUmdlZYWXL1/KrBWem5sLa2tr6XOMjY1hZmaG3Nxc9O3bt8V1c711tSqOl9VEtc8VXl5e9R5X9t+Wq3OTSiXBt27dwm+//Sa9MpVIJBCLxTAwMJB5nqmpKUxNTfkIsdlUodeSa5SQqp5du3bxHQIhKnHBrA1KSkpgZGQkLevp6UFfXx/l5eVvfA4AGBoaoqysrN77NWcIYt0e1aKiIhQWFsocKxdVx/Faz1B6zMzMTJr4Ktozy/UwH64/19qYV7BFpZJgQ0NDhIaG4t1330WfPn0QERGBPn36oHPnlo8tUkWadsuRklJCSEto2rlQVRgZGaGiokJaFolEqKqqkkl66z4HqJ4zYGxsXO/9mjMEsW7PrLyErWZMae3eXnW+U8h3fXzVqQlUKgnu3bs31q9fj6VLl0IoFGLgwIHYvXs332EphBJEQgipRudDbtjY2ODSpUvScm5uLszMzNC2bVuZ5+Tm5krLpaWlePnyJaysrOq9nyJDEPn4P+e6Tk2vT5Pp8B1AXRMmTEBSUhIyMjJw9OhRvP3223yHRAghhKgNFxcX5ObmIikpCeXl5di/fz9Gjx4t85xevXqhTZs2iImJQWVlJfbt2wc3Nze5k+JMTU3RpUsXmR9aSk171f0sjR07lqdIFKdSPcGKEIurB9jTUmlEldV8Pms+r4TaLlEP6tR2jYyMEBkZiQ0bNiAoKAhubm4IDAxEfn4+xowZgwsXLqBTp07Yu3cv1qxZg507d6Jfv3744osvmlwHtVvtNXr0aCQkJEjLI0eOxJMnT3iMqGENtV0BwzAM1wGxIT09nVaHIGojJiYGjo6OfIehEqjtEnVCbbcatVuibuS1XY1JgsvLy5GZmQkLC4tmbQJQM64pJiaGs9s7XNep6fXxUWdL6xOLxXj+/Dns7OxgaGjY+Au0gLq0Xfpcq399itRJbVdWS9stoPmfM3X6XGtDfQ21XY0ZDmFoaKjQ1bmlpSW6dOmixIhUr05Nr4+POltSX+21OYn6tV36XKt/fS2tk9ru/yjabgHN/5ypy+daG+p7U9tVuYlxhBBCCCGEsI2SYEIIIYQQonUoCSaEEEIIIVpHd+PGjRv5DoJvrVq1grOzM1q1aqWxdWp6fXzUycfvSGRpw/+5pv+O2vA3JfVp+udMGz7XmlCfxqwOQQghhBBCSFPRcAhCCCGEEKJ1tDoJPnHiBNzd3TFw4EDMnz8fL1++5KTetLQ0DBgwgJO6Pv/8c/Tr1w8ODg5wcHDA5MmTWa0vLy8Ps2fPxuDBgzFhwgRkZmayWt+5c+ekv5uDgwPs7e1ha2uLmzdvslbn9evX8eGHH2LQoEGYMWMGHj16xFpdRD5qu8pHbZdwQdPbLtftFuC27fLRbgEW2y6jpdLT0xl3d3cmLy+PqaysZFatWsWsWbOG9XpLS0uZUaNGMXZ2dqzXxTAMM3v2bObKlSuc1CUSiZhRo0Yxx48fZ8RiMXP69Glm1KhRnNRdIywsjJk/fz5r7y8SiRgnJyfmv//9LyMWi5ldu3Yxs2fPZq0+Uh+1XeWjtku4oA1tl8t2yzD8t1222y3DsNt2NWazjOYaNGgQvv/+exgbG6O4uBglJSWwsrJivd7du3fj/fffx6lTp1ivCwCys7PRq1cvTuq6efMmDAwMMGvWLADApEmT0KdPHzAMA4FAwHr9v//+O77++mt8++23rNXx6tUrFBUVQSKRgGEY6Ojo0OQajlHbVT5qu4QL2tB2uWy3AL9tl4t2C7DbdrV6OISxsTHOnz8PJycn3L59G76+vqzWl5GRgTt37sDPz4/VemoIhUIUFhZi48aNcHFxgZ+fH/744w/W6vvtt9/QrVs3rF69Gs7OzvD19YWRkREnX6IAEBYWhtmzZ8PCwoK1OszNzeHl5YWZM2eiX79+OH36NNasWcNafUQ+arvKRW2XcEWT2y7X7Rbgt+1y0W4BdtuuVifBAPDBBx/g9u3bGDVqFBYvXsxaPZWVldiwYQM2b97M2ReLUCiEk5MTAgICkJqaCicnJ/j7+0MsFrNS399//42kpCS4urrip59+wrBhwxAQEMBafbU9fvwYN27cwPTp01mtRywWo127doiKikJGRga8vLywfPlyVusk8lHbVR5qu4RLmtp2uW63AH9tl6t2C7DcdpUyqEIDvH79mrG1tWWEQiEr779z504mLCyMYRiGycvL42xcYW0SiYQZOHAgk5OTw8r7Hz58mBk7dmy9+v744w9W6qstMjKSWbVqFev1XLhwgQkICJCWRSIRY29vz9rflDSO2q7iqO0SPmh622W73TIMf22Xq3bLMOy2Xa3tCU5ISMD69eulZZFIBB0dHbRu3ZqV+n788UdERUXB0dER48aNQ2VlJRwdHZGfn89KfQBw69YtnDx5UlqWSCQQi8UwMDBgpb5u3brh9evX0jLDMNIxPGxLTU3FyJEjWa+noKAAVVVV0rKOjg4EAgH09LR2eD3nqO0qH7VdwgVNb7tct1uAv7bLVbsF2G27WpsE9+vXDxcuXMCtW7dQUVGBL774Ah988AFrH9YffvgBv/zyC9LT03Hu3DkYGBggPT0dnTp1YqU+ADA0NERoaCju3LmDqqoq7NmzB3369EHnzp1Zqc/NzQ2lpaWIioqCWCzG0aNH0aVLF9jY2LBSXw2JRIKsrCz079+f1XoAwMXFBdevX8d//vMfiEQiHDx4ENbW1ujSpQvrdZNq1HaVj9ou4YKmt12u2y3AT9vlst0CLLddhfuS1dj333/PjBgxgnFycmICAwOZV69ecVIvl7dlzp49ywwbNoyxt7dnPvnkEyY/P5/V+rKyshgfHx/GwcGB8fb2Zn7//XdW62MYhnnx4gVja2vLSCQS1utiGIY5f/48M2rUKGbQoEHM7Nmzmby8PE7qJf9DbVf5qO0SLmh62+W63TIM922X63bLMOy1Xdo2mRBCCCGEaB2tHQ5BCCGEEEK0FyXBhBBCCCFE61ASTAghhBBCtA4lwYQQQgghROtQEkwIIYQQQrQOJcGEEEIIIUTrUBJMFCYWi/Hnn3/yHQYhpJmo7RKinqjtKgclwaTJbG1tkZWVBQBwcHBAdnY2AGDZsmW4ePEin6ERQhpAbZcQ9URtl120aTppkYyMDOm/hUIhj5EQQpqD2i4h6onarvJREqyhrl+/ju3btyMvLw/vv/8+JBIJBg8ejKSkJAwfPhyzZs0CAMTFxeHEiRNISEgAwzCIjIzEhQsXUFBQgDZt2uCTTz6RPrc2W1tbxMfHIy4uDunp6cjIyMDjx4/x6NEj9O/fH0uWLAEAlJeXw9XVFSdPnoStrS2HfwFC1BO1XULUE7Vd9UPDITTQy5cvsWDBAsyaNQs///wzXF1dkZSU1Ojrvv32WyQkJODLL7/EzZs3sWHDBoSGhuLZs2dvfM3atWvh6OiI5cuXY/369Rg3bhy+//576ePJycmwsrKihkhIE1DbJUQ9UdtVT5QEa6DLly+jc+fOmDRpEvT19fHxxx83qTF4enoiJiYGb731Fl68eAF9fX2IxeJm3XYZNWoUnj17hszMTADVDXzcuHEt/l0I0SbUdglRT9R21RMNh9BAQqEQb731lswxa2vrRl8nEokQEhKCa9euoWPHjujfvz8AgGGYJtdtbGyM4cOH48KFC7CyssLVq1exYcOG5v0ChGgparuEqCdqu+qJkmAN1KVLF8THx8scq7m1oqOjg6qqKunxoqIi6b93796NiooKpKSkwNDQEK9evcKZM2eaXf+4ceOwadMm2NraYuDAgfVODIQQ+ajtEqKeqO2qJxoOoYE8PDzw999/Izo6GiKRCD/88IN0Vmm3bt2QmJiI4uJi5OfnIy4uTvq6v//+G61atYKuri5evXqF7du3A4BM45XHwMAAr1+/lpaHDBmCiooKHD9+HOPHj2fhNyREM1HbJUQ9UdtVT5QEa6DWrVvjX//6Fy5cuABXV1ecO3cO7777LgDA398fJiYmGDp0KObNmyczbmjx4sX4888/4eTkhLFjx8LMzAy2tra4f/9+g/WNHTsWx44dQ2BgIABAV1cXY8aMQW5uLkaOHMneL0qIhqG2S4h6orarngRMcwaeELU1Y8YMmSVa2Pbll18iMzMTO3fu5KQ+QjQVtV1C1BO1XdVHPcFEqYRCIX799VdERUXB29ub73AIIU1EbZcQ9URtt+UoCSZKlZ6eDl9fX3h6esLZ2ZnvcAghTURtlxD1RG235Wg4BCGEEEII0TrUE0wIIYQQQrQOJcGEEEIIIUTrUBJMCCGEEEK0DiXBhBBCCCFE61ASTAghhBBCtA4lwYQQQgghROtQEkwIIYQQQrQOJcGEEEIIIUTrUBJMCCGEEEK0DiXBhBBCCCFE61ASTAghhBBCtA4lwYQQQgghROtQEkwIIYSoiTt37uDkyZOorKxERkYG3+EQotYEDMMwfAehDOXl5cjMzISFhQV0dXX5DocQucRiMZ4/fw47OzsYGhryHY5KoLZL1IEqtN24uDgcPXoUFRUVOHXqFD766CMsXboUU6ZM4TwWardEXTTUdvV4iknpMjMzMX36dL7DIKRJYmJi4OjoyHcYKoHaLlEnfLbdqKgonDp1Cr6+vmjfvj3i4uIwZ84cXpJgardE3chruxqTBFtYWACo/iUtLS15jka1fPXVV/jpp5/g7u6OadOmsV5fXl4edu/ejcDAQHTp0oX1+tRJQUEBpk+fLv28EvVpu1y3I77qJPKpQtvV0dGBiYmJtPz222/z1gurLu1WW9C54s0aarsakwTXnAgsLS0p8apFKBTi5s2b0NfXxy+//II5c+bAzMyM1Tq/+OILiMVifP311wgPD2e1LnVFtw//Rx3aLh/tiI86SeP4bLvt2rVDVlYWBAIBAODcuXNo27YtL7GoQ7vVFnSuaBp5bZfXiXFHjx7F+vXrpeVFixahf//+cHBwgIODAxYtWsRjdJohNjYWEokEACCRSBAbG8tqfTk5OcjLywNQ3SP86NEjVusjhAtctyO+6iSqbc2aNQgKCsLDhw/x3nvvITw8HMHBwXyHRXhG54qW4yUJrqqqQkREBHbu3ClzPDs7G3FxccjIyEBGRgYiIiL4CE+jpKamQiQSAQBEIhFSUlJYra9uz29YWBir9RHCBa7bEV91EtXWo0cPJCQk4OzZszh27Bh++OEH2Nra8h0W4RmdK1qOlyQ4JCQEmZmZ8PHxkR4rKytDQUEBunXrxkdIGsvd3R16etWjXvT09ODh4cFqfTW9wG8qE6KOuG5HfNVJVFN8fLz05/z58/j1119x7949XLhwAfHx8XyHR+rIycmBr68vZ3dC6VzRcrwkwfPnz8fhw4fRvn176bEHDx7A0NAQs2bNgqurKxYsWIDnz5/LfX1xcTGePHki81NQUMBV+GrF29sbOjrV/806Ojrw9vZmtb6uXbs2WCZEHXHdjviqk6imH374AT/88AOioqKwadMmXLx4EUlJSdi+fTvOnj3Ld3ikjvDwcJSWlnJ2J5TOFS2nUBKcmJjYotfJm6FXWloKe3t7bNmyBcnJyWjfvj1Wrlwp9/UnTpzA8OHDZX5oqRb5zM3N4enpCYFAgGHDhrE+WH7x4sUy5aVLl7JaHyFc4Lod8VUnUU0HDx7EwYMH0b59eyQkJODAgQPYu3cv4uPjpT2ARDXwMS+GzhUtp1DrCQsLw4gRI5QSiIuLC1xcXKTlZcuWwdXVFeXl5fUWN/bz88PEiRNljtUsgUHq8/b2Rl5eHidXh927d0fXrl2Rl5eHrl270vAWojG4bEd81klU159//gkrKytpuVOnTnQXVMXImxfDxSpJdK5oGYWS4F69euHAgQNwdHSEsbGx9Hjfvn2b/V4pKSkoKSnBhx9+CACorKyErq6u3KtcU1NTmJqatjxwLVNUVIRHjx7h1atXnFwhzp49G1u3bsWnn37Kel2EcMXc3Bxbt27V+DqJ6rKwsEBERIS0E+jUqVM05EzF8DUvhs4VLaNQEnz79m3cvn1bZjkOgUCApKSkZr+XRCLB9u3b0bdvX3Ts2BE7d+7E6NGj6VaPEtQen8TFFemNGzfAMAzS0tLQv39/1usjhBBtsGPHDmzatAnjx4+HQCCAu7s7tm/fzndYpJbWrVujpKREpkxUl0IZZnJysrLigKenJ/z8/DBjxgz8/fffcHd3p6saJZA3PonNIQpCoRCXL18GwzBITk6Gt7c3jU8ihBAl6NixIyIjI/kOgzSgZqmyN5WJalEoCRYKhTh37hxKSkrAMAwkEglyc3Oxa9euJr1+4cKFMuXPPvsMn332mSIhkTq4Hp8UGxsLsVgMABCLxYiNjcXcuXNZq48QQjTd4sWLER4ejrFjx8p9/Pz58xxHRN5k6NChuHjxorTs6enJYzSkMQolwUuWLIGhoSF+//13uLm54dq1axg0aJCyYiNKwPX4pNTUVJkkOCUlhZJgQghRQE3n0Lp163iOhDTG29sbSUlJEIlE0NfXp4lqKk6hJdLy8/Nx+PBhuLu7w9fXF19//TVycnKUFZvGEgqFCA4ORmFhIet1cb1ur7Ozs0y59oofhBBCms/Ozg5A9eoQTk5O0p9BgwYhNTWV5+hIbebm5hg+fDgEAgGGDx9OwwFVnEJJcIcOHQAA3bp1w/379/HWW2/R+JcmiI2NRVZWFif7e9O6vaQp0tPTMWbMGNjb28Pf3x+vX7+u95zo6GjY2dnBwcEBDg4OGDJkiPSxS5cuYdiwYXBwcMDq1atRVVXFZfiEaIVDhw5hw4YNqKysxJMnTzB16lQ8ePCA77BIHd7e3ujTpw/1AqsBhZLg9u3b41//+hfs7OzwzTffIDk5GeXl5cqKTSPVnTjGdm9wzbq9ADhZt/fGjRsy5bS0NFbrI4orKyvDokWLsGLFCqSlpcHQ0FDu5Jvs7GysXr0aGRkZyMjIwNWrVwFUr9EdHByMiIgIpKam4smTJzh9+jTXvwYhGu/MmTMQiUSYNGkSpk+fjilTpuDQoUN8h0XqqFmujHqBVZ9CSfDmzZthYGAAR0dH2NnZISIiAsuXL1dWbBopNjYWEokEQPWycFz1BhsbG3PSC+zu7g5dXV0AgK6uLu1hrgbS0tLQuXNneHh4wNDQEAEBAUhISKj3vOzsbNja2tY7npiYCDc3N9jZ2aFNmzaYO3cu4uPjuQidEK0iEAhgYGCAsrIySCQSCAQCvkMicnA55JEoRuGe4JkzZwIAgoKCEB8fj5EjRyolME2VmpoqHTIiEomQkpLCep3du3dHdHQ0J7u3eXt7yyTBdDtI9eXm5sp8NqysrPDy5UsUFRVJjzEMgwcPHuDw4cNwdXWFt7c3bt++DQD1lt2ztrbGw4cP5dZVXFyMJ0+eyPzQjleENM24cePw+vVrJCQkIDo6GidPnsS8efP4DovUweWQR6IYhZLgvn37ok+fPjI/Dg4O8PHxeeOXoLZzd3eXbgCip6encT2ltIe5+ikpKYGRkZG0rKenB319fZmhTUVFRbCzs8PMmTORkpKCadOmYd68eSguLkZpaanM61u1avXGYVEnTpzA8OHDZX5ou/M3ox4lUtuCBQvwxRdfoHXr1rC2tsbJkyfRvXt3vsMitXA95LFGTk4OfH198ejRI07q0xQKJcEzZ87EggULkJaWhv/+978ICgrCmDFjMGfOHGzcuFFJIWoWb29v6OhU/9l1dHQ0sqeUJgWoFyMjI1RUVEjLIpEIVVVVMomtmZkZoqKi8N5778HAwABeXl7o0KED7ty5U+/1FRUVMq+tzc/PD0lJSTI/MTEx7P1yai46Ohr37t1DdHQ036EQFTBhwgTcvn0b+/btQ1hYGDIyMrBixQq+wyK18DHkEZDdGZYLmnKBrlASfOPGDQQEBKBt27Zo06YNPvnkE/z2228YOXIkiouLlRWjRtGGnlKaFKBebGxskJubKy3n5ubCzMwMbdu2lR7LycnB4cOHZV5XWVkJAwODeq9vaFdCU1NTdOnSRebH0tJSub+QhhAKhdLlr1JSUtT+y4YoLj4+HosWLcKrV69QUlKCZcuW0SRUFcPHkEd5O8OyTVMu0BVKgsvKyvDs2TNp+dmzZ9IeoZoNE0h91FNK2FSzvNm9e/cQHx/f6HJlLi4uyM3NRVJSEsrLy7F//36MHj1a5jmmpqY4ePAgkpOTIRaL8dVXX0EkEsHe3h7Dhw/Hf/7zH9y6dQt///03jhw5Uu/1pPmio6NlepTU/cuGKO7LL79EbGws1q5di+DgYJw5cwb//ve/+Q6L1MLHkEd5O8OySZMu0BVKgj/77DNMnDgRK1euRFBQELy8vDBv3jzs27cPAwcOVFaMGod6SglbwsPDsWHDBuTn52POnDmIi4trdGiSkZERIiMjsWfPHri5uaGiogKBgYHIz8+HDzVNbAAAIABJREFUg4MD8vPz0aFDB4SFhWHXrl0YNGgQ4uPjsX//fhgYGODtt9/Gtm3bEBQUBE9PT3Tr1g2zZs3i5PfVZD/99JNMmTZFIBKJBB07dpSW33rrLenwOqIa6nZucdHZxfXOsJp0ga7QtsleXl4YMGAAfvrpJ+jp6WHBggXo1q0bnjx5Qrc4CeFBSkoKYmJicOrUKYwZMwZr167FpEmTGn3dwIEDcf78eZljJiYmyMjIkJY9PDze2KsxYsQIjBgxQrHgCSENateuHRITE6VtLTExUWbYEuGfubk5dHV1IRKJoKury0lnV9euXWUSX7Z3hpV3gb5w4UJW62SLQpeQd+/eRXl5OQYPHgwHBweUlJTg7t276NKli/R2ANE+NEuVX0ZGRrh27Zp0y+rKykqeIyIt8f7778uU3d3deYqEqIp169bh888/l16Q7tixA2vXrm3Saz///HP069dPuuPj5MmTAQBfffUV3nvvPQwePBi7du1iM3ytkJOTIx0WWlFRwcn34OzZs2XKn376Ket1agqFMtXamX9VVRWeP38OOzs7nDlzRuHAiPratWsXSktLsXPnTuzbt4/vcLSKmZkZNm7ciMzMTISHh2Pnzp0yt0+J+vD19cWVK1dkymy7desWtm7divXr16N///6s10ea55133sEPP/yAR48eQSwWo3v37k3ucMrOzsa+fftk7ubcuXMHBw4cwFdffYVWrVph9uzZGDRoEIYOHcrSb6D5duzYIVMOCQlhfVe/ukOlUlJSWG2/77//vsy5SZ0v0BVKgpOTk2XKN27cqHdLlWiXnJwc/PnnnwCA/Pz8BlcKIMr3+eef4/Tp0zh06BCMjIwgEAjw+eef8x0WURO7du2CRCLBF198gaioKL7DIf/vyJEj+Oyzz7Blyxa5u8QFBwc3+h7Z2dno1auXzLHvv/8e48aNg5WVFYDqZU/j4+MpCVbAixcvZMrPnz9nvU55STCbwxN8fX2RmpoKiUQCHR0dTi7Q2aLUEfXOzs64e/euMt+SqJm6t9N27tzJUyTaqUOHDvDy8oJQKIRYLMa0adPQoUMHvsMiLXDgwIEGy8p269YtlJSUAKjeQOXOnTus1keark2bNgCq7/S0a9eu3k9jhEIhCgsLsXHjRri4uMDPzw9//PFHk3d7pJ0eVVvNJLU3lZXN3Nxc2vvr4eGh1pP8FeoJrp3wMgyDzMzMN+4URbRDTS9wjfz8fJ4i0U5XrlzBxo0boaOjg5MnT2LMmDH44osvaNKaGvrll19kyunp6azWV/cClnqDVcfUqVMBAAEBAS16vVAohJOTEwICAmBra4sjR47A398fHTp0aNJujydOnKChbSpMR0dHJvHlYsUQX19fPHv2TK17gQEljgkWCAQwNzdv1k5xR48eRW5uLjZv3gwAuHTpEnbs2IHCwkL84x//wObNm6Gvr69IiIRolcjISJw+fRpz585Fx44d8dVXX2HlypWUBJNG1fQCv6lM+DNs2DC5wyCA6u/exMTEBl/fs2dPfPnll9Kyv78/jh07hs6dOzdpt0c/Pz9MnDhR5lhBQQFteS4HHwnpW2+9JdMBxcXqXEVFRXj06BFevXqlvT3BdccEN1VVVRUOHDiAAwcOSNfQKygoQHBwMI4dOwZra2v4+/vj9OnT1MjUjKurK65fvy4tu7m58RiN9hGLxTIT4fr06fPGL09CamvdurVM4tu6dWseoyG1RUREAKheyUFfXx8+Pj7Q1dVFXFxco5vhANVDXX777Tdpj7JEIoFYLIaFhQUeP34sfd6b5nCYmprC1NRUOb+MhuN6aAKAeptVCIVC1uusvU1z3c061IlClygPHz5EbGwsGIbB0qVLMWLECKSlpTX6upCQEGRmZsLHx0d6LDExEW5ubrCzs0ObNm0wd+5cxMfHKxIe4UHdpVloqRZuGRkZIT8/X5r4pqeno1WrVjxHRdRBYGCgTDkoKIinSEhddnZ2sLOzw4MHD7Bp0ya8++67sLW1xerVq5s0dtvQ0BChoaG4c+cOqqqqsGfPHvTp0wdTp05FXFwc/vjjDzx79gxRUVG026Ma8vDwkJ7zBQIB6xMb+dimmS0KJcEbNmxAq1atcOXKFRQUFGDbtm1N2q5v/vz5OHz4MNq3by891tQB+gAN0ldl5ubmcHV1BVDdC6zOt0nUUWBgID755BM8fvwYPj4+WLBgAZYvX853WKQF6vbEst0za29vL62jdevWtESaCiouLpbp5fvrr7+k26Q3pHfv3li/fj2WLl0KJycn3Lt3D7t378aAAQPg7++P2bNnY+zYsRg1ahQlwWrI29sburq6AABdXV3Wd6njeptmNik0HKKiogLjxo3Dli1bMHr0aDg7Ozfp1oyFhUW9Y6WlpTLH3zRAH6BB+qru008/xatXr6gXmAcDBw7E6dOnkZGRAYlEggEDBsDc3JzvsEgL1N3khItNTwIDA7F161bOeoGFQiF2796NwMBAumBuAj8/P4wdOxbvvfceGIbB1atXm/x/NWHCBEyYMKHe8WnTpmHatGnKDlVr6erqQiwWy5TZZm5ujo4dOyI/Px8dO3ZkvS1xvU0zwN65QqGe4MrKSrx48QJXrlyBm5sbXrx4ITPIvjmMjIyaNEAfqD4RJCUlyfzExMS0qF5CNMHPP/8s/cnOzoaxsTFMTEzw8OFD/Pzzz3yHR1qg7qRgLiYJ29vb48yZM5z1AsfGxiIrKwuxsbGc1KfuPv74Yxw9ehS9e/dGnz59cPz4cbmJLZElFAoRHBxcb+wsG/jY6VEoFEpXYsrPz2f996y7LTPb2zQD7J0rFOoJ9vHxgaenJ0aPHo2ePXti6NCh8Pf3b9F72djYICMjQ1puaJMFGqSv2mp/WOfOnctJndreo1SzwkpZWRny8/PxzjvvQFdXF/fv30ePHj2QkJDAc4SkuUpLSxsssyEnJwfr16/H1q1bWd/kRigU4vLly2AYBsnJyfD29tbKtttcvXv3Ru/evfkOQ62w/Z10+fJl6UIBde+GP336FOvWrQNQvcqHp6en0uuPjo6uV2Zzs4zFixfLDLNbunQpa3UB7J4rFOoJ/vjjj3H79m2EhoYCAM6ePYspU6a06L2GDx+O//znP7h16xb+/vtvHDlyhMYmqSGhUIikpCQwDIPExEROrrwB6lE6f/48zp8/Dzs7O0RHRyMhIQFxcXE4deqUdDcoQhpTe8tztsXGxkpnzkskEq1tu4RddRMotr+T9PX1pUMg2rZty8kdnJSUFJly7S2N2dC9e3dp72/Xrl1Zv2Bm81yhUE8wILsGniKZ+dtvv41t27YhKCgIhYWFGD16NGbNmqVoeIRjsbGxEIlEAACRSMRJbzD1KP3PH3/8gYEDB0rLffv2RW5uLo8RkZYaNGiQzIYZjo6OrNbH9ZbnqampMueKlJQUzu4cEe0hL4FS9ufM09NTpod31apVePLkCXbv3s3Kd1HtnmegerOy2hiGwbp161jreQaAyZMnIywsrMUdn83B5rmC/VWcG7Bw4ULpbVwAGDFiBH788Uekp6djy5Yt0NNTOEcnHKt7BXr58mXW65SXeGsrQ0NDxMXFQSwWQyQS4euvv6ahQ2qqZqvcN5WVjestz93d3aXneD09PXh4eLBanyZYsWIF3yGoHXkJFNv09fVhY2Oj0Z0xNbtJnjhxgvW62DxX8JoEE27k5OTA19eXk7X86s6E5WJmbGpqqsyVPhcnOVW1bds2REVFoV+/fhgwYADOnj2LkJAQvsMiLXDjxg2ZclPWYFcE11uee3t7S+8k6ujosL6skybIysqq1+tHGubu7i6zfJgmXGx5enpiy5Yt0h95tmzZwlovcE5ODl68eAEAePHiBeu5BZvnihZ1td69e7fBx/v27duiYAg7duzYgdLSUoSEhODQoUOs1sXHZB57e3uZXeocHBxYr1NV9ezZE2fPnkVRUREAoF27djxHRFrK3d0diYmJEIvFGvPlXZu5ufn/sXfncVFV///AX8M+4AqRJIssFZGogAQIieGamaYoLolbxicXFBVJIwXFLZEgF8qPfrD8iJZa5sZHPxqp+HGpH4pbGi4EgogLAyLIPvP7g+/cuGwDzNx7Z3k/Hw8eD89s54wzZ+77nvs+5yAgIAAnTpzAwIEDtXrUTFVefvlljBgxAn369GGtG71s2TIBW6XegoKCcPLkSQB1aQLaeLIVEhKC7du3M+VZs2ZxWt8XX3zBKq9duxbbtm3jrD4ufyvaFQS3NOtQJBIhNTW13Q0iqlX/jO3Jkyec5/kJoeFZqCbvXtNea9asweeff97sj9/WrVt5bhFRVlBQEE6dOsUEwVwfvIXY8jwoKAi5ublaGZhwwd3dXadP8knThg8fzgqChw4dyml98piiuTIXuPqtaFcQXD8hm6i3hmdsXI8Gi0Qi1uU6+VaOXOL7Mq46ku/SN2zYMIFbQlSF75HSmTNnsoJgPja7MTc3x+rVqzmvR1uEhoYK3QSV4HNJy/3797O2FOZz6U4+WVlZoaCggLNR4IaT8RrieiIeV5SaeSaRSHD48GGUlZVBJpNBKpUiJyen0QQLIpyGZ2hPnjzhtL4BAwawJsdxvYc5ULdES/0da/hYuFvdDBw4EABw8OBBXiYqEH7wOVIq3/L8woULtOW5mho5cmSTtx85coTnliiHz7Xk09LSmB3camtrtXYVEgsLC1hYWHA+CgwIM9jF1XdGqSB4wYIFMDExwd27d+Hr64vz58+jb9++qmob0UDBwcGsIDg4OJjzOvleuFudPX/+HC9evICpqanQTSEaiLY8V2/yTReAuk0ZUlJSNO6kn+8lLbU9t54v9ZeBu3LlCmtlr+joaE53mVTbzTLy8/Oxbds2+Pv7Izg4GN9//z2ysrJU0jCimczNzZnR34CAAF5Gk/heuFudicViBAQEYOrUqZg1axbzp4343ApVKMnJybh582ajHaG4Ik9PoFFg9eTl5cX8+fn5Yc2aNZxvjKBqfG+SEhQUxIxaauvEOL65ubkxo79isZjzbda5/M4oFQS/9NJLAAB7e3vcvn0b3bp1Y9bjI+rByMioxTIXgoOD8eabb/IyCiwXFhYGU1NTnR4FBuoWMF+6dCnGjBmDYcOGMX/aSNt3CZRIJEhLSwNQtyOUNgf7pH2Kiorw+PFjoZvRJkKs20tUTz7wtGTJEs7r4vI7o1QQbGFhgX/9619wdXXFTz/9hF9//RUVFRWqahtRgaqqqhbLXBBiNKlLly6wt7dH586deatTHY0ZMwZeXl4A6n4sPDw8MGbMGIXPS09Px4gRI+Dm5oY5c+agtLS00WMuX76MwMBA5jUvX77M3Dd//nz07t2bmb0+f/581b2pJvC9FaoQkpOTWaMffIwG68LouiYbOXIk62/IkCEYPny40M1qE743SWlqYhxRXseOHdGzZ0/OR4EBNd4sIyYmBkZGRvD09ISrqys2bdrEys0khC9JSUm4efMmkpKShG6KoM6ePYuxY8fil19+QWpqKsaNG4dffvmlxeeUl5dj/vz5+PTTT3Hx4kWYmJggMTGR9ZiKigqEhobik08+QXp6OkJCQjB37lzmpDczMxMHDhxARkYGMjIysGnTJs7eI8D/JVUhnD17llWWjwpzifqRerp69SqAupxg+V9UVBT27duncbvI8b1JSlMT44hm4fI7o/RI8NSpUwEAEREROHjwIIYMGaKShmkzbR9t4fv9SSQSZmmn8+fP81Kvun6GGzduRHJyMhITE7F161bs2bMHW7ZsafE5Fy9ehLW1NQYMGAATExOEhobi0KFDrMc8fvwYb7/9NoYNGwY9PT289957kEqlyM3NRXl5OQoKCnjNxaZLqqonRD8irbNixQoAQGJiIpMT/NZbb8HJyUnYhrWDfOk/kUjEy9J/tD235uPyO6NUENzw0oz8j7SMz1xGc3NzVtnCwoLzOvmezNNw1IqPUSx1zUetrq7Gq6++ypRfe+01ZhSkOTk5OawA1s7ODoWFhcyuc/LbYmNjmfK1a9dQWVkJW1tb3LlzByYmJpg+fTr69euHuXPnNrsUX0lJCfLy8lh/BQUFbX6funBg69+/P6vs7+/PaX1C9CPSOjU1Nfjoo49w8+ZN1oRXTZ34GhQUBBcXF14mqdH23NqBq++MUkukacNyLXzje3kYiUTSYpmL+upP5gkODub8TL/+Av9A3SgWl/j+DNvCxMQE169fR69evQAA169fh1gsbvE5ZWVlrMcYGBjA0NCw2fz+hw8fIiwsjFki8cWLF3Bzc8PSpUthZWWFdevWYcmSJdixY0ej5+7cuVPhyHRryHdTA7T3wObv78+a+c91oM93PwL43TRBk23fvh0XL17EX3/9pRUTXbneJKXhxg6GhoaoqqqCmZkZ4uPjAUAjN3bQJQ0/Q/mgjPzzk1P2c1QqCJZPwJHz9fXFxIkTMXv2bGVelld8/wg3lcvI58Ld9Re45kJTk3la2mZbEwn9GbYkIiICs2bNQo8ePQAAf/31FzZu3Njic8RiMSorK5lyTU0Nqqurmwye7927h5kzZ+KDDz7A9OnTAQA+Pj7w8fFhHrNo0SL069cPFRUVMDExYT1/2rRpjSbqFRQUYPLkyW16n3zvpiaEb7/9llVOSkpS+FlqGj43TdBkVlZWGD16NLp3797ouEsUk0ql0NPTg6WlpdBNIe0kT8/q0qWLSl9XqSC4IU1croXvH+Gmchm16ce/qck8XAfBenp6TFAqL3NJnT9DT09PpKSk4OrVq5BKpXBzc1MYIDo4OODEiRNMOScnB127dm200sYff/yBmTNn4pNPPsGMGTOY28+cOYOysjK89957AOpWINHX12fSFerr1KkTOnXqpMxbZPC5m5oQ6u+C2FRZ06nzFRV1oyjNUNN2jONa/Y0dgL+vWq9atUqoJpE24uszVCoIbtgx8/PzMWHCBKUaxCchfoT9/f1x4sQJyGQyiEQircxl5Fv9ALipsqr5+/sjNTUVNTU1apOP2nDUUC47OxsAWEFrQz4+PoiMjERqair8/Pzw9ddfN1p2qaSkBJ988gnmzZvXaNRWKpVi7dq16NmzJ15++WXExcVh+PDhTQbBqsT1JVWhaft24Op8RUXd1E89JISojspygkUiEczNzTVqtqoQP8JDhgzBf//7XwB1qQl87PPNp549e+LatWtM2dXVVcDWcCMoKIjJVRKJRGoxEnn79u12P1csFiMxMRHR0dGIiIiAr68vwsPDkZ+fjxEjRiAlJQXnzp3DkydPEBcXh7i4OOa5O3fuREBAAKZNm4YpU6bg+fPn8Pf31+rglC/jxo1DQkICUx4/fryArVE9db6iom7kKRD1J6sSQpTXriA4Pz8fAGBjY9Pkfd27d293g9avX4/k5GRmFMnJyQk//vhju1+vJUL8CJ88eRIikYgZCT5x4oRW/fDfvXuXVb5z545ALeGOubk5rKyskJubCysrK7W4hLtu3Tqlnu/h4dHokmqHDh2QkZEBoC7wbynYDwkJQUhIiFJtIGwNf/f27dsHPz8/gVqjeup4RUXd+fj4sI4fAGBpacnLGtKEaKN2BcEjRoxgOmJFRQXMzMygr6+PkpISWFhY4H//+1+7G5SZmYktW7bw8oMoxI9wWloaax9zbRv9ePHiRYtlbSCRSJhlvQoKClBUVKQWgTAAXLp0CVu2bEFhYSFrEqQ25Aw2N1u4/kQJLmd88z2JVttzgnVhhQ9V+/PPP5l/V1VV4ejRo/jrr78EbJFuSkpKYlLNmiL/TBSlsdjb22PmzJmqbBppo3YFwfLRoaioKHh7e2PEiBEAgNTUVIW7UymSmZmJ119/XanXaC0hfoRp9EP1jI2NWasbGBsbc1rf/v37WScy6pTLuHz5cowfPx4uLi7MSJG24mq2cHP4nkRramrKOok0NTXlvE4+6cIKH1wyMjJCYGAgAgMDER4eLnRzdEp2djbu3boGa3Flk/d3qNEHAFRkP232NR6Uc3ucIq2jVE7wjRs3EBMTw5QHDRqk1BqgEokERUVFWLFiBa5evQpnZ2esWLECDg4OrMeVlJSgpKSEdVt7FtwX4kc4KCgIqamprDJRjqurKy5dusSUud7LXJ1zGY2MjJily7SNkDO+hZhEW15e3mJZG2j7Ch+qVj8nWCaT4caNG42OhYQf1uJKzHvtQbufv/mOdasfq2jkGWjd6DONPDemVBAslUrx22+/wdvbG0BdcKDM6JNEIoGXlxdCQ0Ph7OyM7du3Y86cOTh69Cj09fWZx6lqwX2A/x9hc3Nz1igijX4o7/r166zy1atXOa1PnUfzHR0dWZtlENUQYhJtwzW9uV7jWwjavsKHqtXPCQbqdgD9/PPPBW5VyxqmMQH8pzJpOkUjz4Di0WcaeW6aUkHwsmXLsGDBAhgaGjIHCGWC01dffRXfffcdU54zZw527NiB+/fvs0aDVbXgPsD/j/CVK1eYbWxra2tx7do1zkcutV3DbYEVbROsLHXMZZQvV1hWVoZJkybB1taWtUSZNuQEC0mdR/81Ge0Y1zb1c4I1Gd+pTNqAz5FnXaJUEOzp6YlTp04xyzM5OzsrtTbolStX8Oeff2LixIkA6kZcamtrYWRkxHqcKhfc59uGDRtY5fXr12P37t0CtUY78B0Eq2Muo/wS2MOHD7F161asXLkS9+7dQ1xcHCtlibQPre/NDdoxrm2ePn2Kq1evYtCgQYiLi8P169fx2Wef4Y033hC6ac1qmMYE0OYVmkBXJv+1K2Ldvn07QkJCsGrVqibTH5YtW9auxpiYmCA2NhZvvvkmXFxcsGnTJri4uMDaWnVnMELPMNeFPD9doG65jPJ1RKdPn45JkybBy8sLffr0QWVlJQ4ePMhMXiXto+3rewtBIpHg119/hUwmQ2pqKu0Y1wpLly7F22+/jQsXLiAtLQ3Tp0/H6tWrkZycLHTTiJbRlcl/7QqCO3bsCAAq/8F64403EBUVhYULF0IikcDDwwPx8fEqraMhuiyj+YyMjFBVVcUqc01dcxmLioowdepUAHWrZEyfPh0HDx4UuFVtp24TQU6ePMkqa9v63kLYv38/K8WERoMVKy4uxvTp07F+/Xq8//77CAwMpCuJhDPqNPmPq5HndgXB8nSF0NBQ5rZHjx4hNzcXnp6e7XlJxujRozF69GilXqMlfM8wbzjy3KFDB5SWlrLKy5cvp0kBSqgfADdV1iW1tbV49OgRunXrBqDu8qkmTqhSt4kgDTcj0Mac4E6dOrFWGujcuTOn9Z05c4Y1Sfj06dNa93+qatXV1aiursbZs2fxxRdfoLy8XCvXYie6R6iRZ6Vygr///nukp6fj888/R2BgIDp06IChQ4fSmoUt6N69O2uLW2V219NVTc02bkhXTyymT5+O0aNHo3///hCJRDh//jw+/fRToZvVLuo0EcTb2xunT59myj4+Pip7bXXRcKmtZ8+ecVqfpaUlawMQS0tLTuvTBoMGDUK/fv3g4uICV1dXvP/++3j//feFbhYL31dxhLhqVFxcjMJyY6V+Yx6UG8OCtsFmEeI3X6kgeP/+/di2bRuOHz+OgQMHIjo6GuPHj6cguJ6mJgVMnToVpaWl8PT0RGRkpMrrVBQkaluAaGhoiOrqalZZ1YTOJW+tcePGwdXVFRcvXoS+vj5mzpzJ2+YzRDm6cHJX/z3m5eWx7svLy2OCFE1+j1yaP38+xo8fz1zpiYuLU7tJcXxfxVG3q0ZcoKCbO0oFwSKRCC+99BIuXLiA4cOHw8DAgFkqjTSve/fuyMvLw+zZs4Vuikq0JugGVHdga3hikZWVhcWLFzPl9evXw97eXul6WqLOueRvvPGG2h0YNVH97/WtW7dY9505cwaPHz/W+GBNyBPmLl26MP1IXiaKWVlZMf9W137O94ge3/V16dIFJsV3lK7ThL7zglMqCDYyMsL27dvx+++/Y/Xq1dizZw/EYrGq2qYS6rjMh6GhIRwcHDibCV0/SExOTsaBAweY+4KCgjBp0iRO6hWKo6MjMxpsZWXFSQAs5G5lRHidO3dmBWxc5Ms2/I6FhISgsLCQKb/00ksa/32r/x4lEgk+/vhjAHW/iXFxcbQ6BCFNoKCbO0oFwWvWrEFSUhLWr1+Pzp0749KlS2o3Y15XlvloTnBwMCsI5iIArn9gO3v2LBISEpj7wsPD4efnp/I6G7K1tUV2drbG5r8S9dMwYAsJCYFMJoORkREvAdtnn33GusLBRepU/fc4f/58VoqCvb09p0G3ubk5unbtiqKiIgwaNIgCYNIulCrADV35f1UqCHZ0dMTy5cuRk5MDmUyG1atXq91IMKBey3wA/O/xbW5uDolEwsuatv3792eCYD09PZUEwK35Py0oKICJiQmSkpKafYy6L9pN/ibED7Ci75menh5qa2thZmbW4tKNqpzQI2dgYNDsd1tV9XXu3JkVBJuZmTX7G6WqvmRpaYnKykq1WW9bExQUFCAzMxNvv/02Hj16RJOrCVGCUkHwlStXEBoaCgMDA/zwww/44IMP8M0338DDw0NV7dM4fCfpt+ZAWlFRAVNTU9y8eZPzgxoAWFtb48GDB1i4cKFKXk+IiQ/qmEZDuHXlyhXkP8iDsV7T8xpEMhFEEOHFs6e496zp71mlVI+ZNKlsfQBgABFqIIJebSXu3bqmVH2t6UeAPgAj6KMcFdn/r8lHqPL3SR50K1oPXpl+pCmTWlvj9OnTWLFiBfT09PDDDz9gxIgR2LBhAwYPHix00wQjVKrAgxZO0p9X1x2POho2v3vpg3JjOLWpRn7pSgqGUkFwbGwsvvvuOyxevBhWVlaIjY3FmjVr8NNPP6mqfRqJz5FndQwQi4qKYGpqiuPHj+P48ePNPq4tBza+Jz7oehqN0Lp06YLCh/dbfExrDjRtnWxlrCdVECS2TNWfuUgEGEIGvcYbc7ZZa4JlJ7NaAIp3sVRVoF8rq3tjTQUpEx6iAAAgAElEQVT4cm0J9Jv6bSouLmblc1dUVAAA67YDBw6wAmV1PXlNTEzEvn378I9//AMvv/wy9uzZgyVLluh0ECwERfNOHv7fIImlvUOzj3FqxesQ7ikVBFdUVODVV19lygMGDGDlgxLutebg0FKQ0JbXkeP7wCZUbpI6rVOra1pzcFB0oGnrQUZR4N2aoFv+Oq3h5uam8LFZWVmorKyEw6uvNrv0X1veY6VUr8VAXd539UXNb7BSKdVrdX0AvycWrRld1/+/9yiteM7cVvjwOfPZt+W3iW+1tbV4+eWXmbKLiwtEIhWcIZE2UXSCxMXE6ZZGngHFv0/qPvIs1HFeqSDYwMAAz549YzphVlaWMi/HCb7/Y3UlmZzvETNlD95tPXDryueorpo6yLRmHV1lLmvzPbrTmpHGadOmoby8HJaWlkqvv66qoBto/Xvk+8RC24nFYuTn5zPH3PT0dBgb0xUnbSfEoICuUCoInjVrFoKDg/H06VMsWrQI586dQ0xMjKrapjItBVBcjHzwGbAJcdlYHUfM5Dm6Dg7NByj0A6BdVL2agBCjOy2RSCR4/rxutPL8+fP46KOPlHrPrQm6Z8yYgfLyclhbW2PevHntrkuO7xMLbf+tWLx4MT766CM8efIEEyZMQHZ2NjZv3ix0s1iEGEDQ9lHS1vRdvkefVZ33LNQJs1JBcP/+/eHk5IRz585BKpVi7ty5cHJSr6+Soh/F1vwgAur7IyzEGaI6jpip+geARrDUT1O7L3Kp4chzU5MhVTmhqmF99+///f2TyWRYsGAB7OzsOJvEJZFImK2Sz5w5g+DgYKVPNPg+sRDiCgKf3N3dsW/fPmRkZEAqlaJPnz4wNzcXulmN8DkQRKOk3OD7OC9UnrVSQfC4ceNw6NAh9OjRQ5mX4ZQ6/AhzWacQAaKiOhcvXozs7GzMnDlTY39YaOIDaYjvdWzlo8DNlVWhuW2MpVIpFi1aBBsbG04D/Xv37qGiogKLFy9mLa/JZVCq6esRnz9/Hrdu3cKsWbOQmpqK999/X+gmsfA9ECTUKKm2U7fYiavPUKkgWCwWo6CggLWNI2FrahSC6xEloeXl5UEqlSIhIQEbN24Uujnt0rBDatNoEmkdvkeeG9YXGBjY6DFcHsTlo8D1yzY2NpzVBwA1NTUA6n4zXnvtNU7q4Ptz5NK2bdtw7tw5FBQUYPr06diyZQtycnIwd+5cpV43PT0d0dHRePDgAXx9fREbG4sOHTq067Xa89sJcHtVhe+rOM0toanJxwht/T9VKgguLy/HoEGDYGVlBVNTU+b2I0eOKPOynOL7g2wK1yMRQn5Zy8vLUVVVBQDIzc1ljfCoqk51OLHQ9NGkhlpzELx79y6WLl2Ku3fvwtXVFXFxccwJ8IkTJ/DFF1+gqKgI7777LmJiYlqcWEUU6969O/Lz81llVasfIAYFBaG29u/0Hn19fZUH3fXry8rKYnbEq6qq0ugrR3xJSUnB/v37MX78eHTt2hX79u3DhAkTlAqCy8vLMX/+fKxbtw7e3t6IjIxEYmIilixZosKWs/H9+6nt9QlBW/5PlQqCP//8c1W1QzBcf5DqMArB55e1/iVVeZmrEZ76dOFz5EprDoLynNTg4GAEBgYiISEBa9euxaZNm1BQUIBly5Zhx44d6NGjB+bMmYN9+/Zh8uTJAr4rzbdo0SLWtsn1/82F/v374/Tp00zZ39+f0/oaXiXS5CtHfDEwMICRkRFT7tSpEwwMlDqM4+LFi7C2tsaAAQMAAKGhoQgODlZZECzEb6fQV3G4JsRAkLb+nyrVe7y8vFTVDt5oczAjJ+SXteEl3KqqKk5Hk4jyWnMQvHPnDoqKijBx4kQAwLx58+Dj44PS0lL88ssv8PX1haurKwDgH//4BzZt2kRBsJIcHR2Z0eDu3btzPkoaHByMtLQ0SKVS6OnpITg4mNP6cnNzWyyTxl555RWcPn0aIpEIVVVVSEpKgrW1cuuR5+TksL5bdnZ2KCwsRHFxMU3s1SC6MPrMBeVOIQlpwNbWlnUws7W1FbA1pDVacxDMyclhTYA1NTVF165dkZOTg+zsbNbze/TogXv37jVZV0lJCUpKSli3FRQUqO7NaJlFixYhKiqK81FgADA3N4e/vz9Onz6NAQMGcH5Qpd+Ktlu+fDk+/fRTZGZmws3NDX369MGXX36p1GuWlZWxJiUaGBjA0NCQ2VkPoH6rbmggSHUoCCYqFRYWxjpgL1y4UMDWkNZozUGw4WMAwMTEBOXl5Xjx4gUsLS2Z242NjVnPrW/nzp3YsmWLit+B9nJ0dERycjJv9QUHB+Px48ecjwID9FvRHtevX8fOnTtRXl6O2tradk9eq08sFqOy8u+Nj2pqalBdXc3q79RvibbSmiBYPqGDzk6FZWRkBAsLCzx8+BCvvPIKDAwMGuUJ6zL597P+BCShteYg2PAxQN226aampo3uq6ysbBQwy02bNg1jxoxh3fbgwQNMnTqV+q6amDVrFsrKylBWVsZpPZr2W6EOfTchIQGDBw9utn+1h4ODA06cOMGUc3Jy0LVrV3Tu3Jm5jfot0WQt9V2tCYKfPHkCAJSHqEbu3LmDQYMGCd0MtfTkyRO1WV+7NQdBBwcH5OTkMOUXL16gsLAQdnZ2cHBwQEZGBnNfw/SI+jp16oROnTqxbpP/QFHf1V2a9FshZN99/fXX8c0338DT05O1IlPPnj3b/Zo+Pj6IjIxEamoq/Pz88PXXX2P48OGsx1C/Jdqgqb4rkslkze8XrEEqKipw48YNWFpaQl9fv9XPKygowOTJk7F7927e1jvmu05tr0+IOttbX21tLZ48eQJXV1eYmJhw2MLWKy8vx8CBA7F69Wr4+fnh888/R6dOnRAdHc163HvvvYfJkycjKCgIX331Fe7evYtt27bh4cOHGD16NP75z3/CyckJc+bMwYABA/Dxxx+3qn5N6bv0vdb8+pSpUx367sCBAxvdJhKJkJqaqtTrXr58mbVE4hdffKEw1aK9/RbQ/u+ZJn2vdaG+lvqu1owEm5iYwNPTs93Pt7Ky4nxheKHr1Pb6hKizPfWpywiwnFgsRmJiIqKjoxEREQFfX1+Eh4cjPz8fI0aMQEpKCrp3747NmzcjMjIScXFx6NWrFzZs2ACgbsb6mjVrEBERgaKiIgwfPhzTp09vdf2a1nfpe6359bW3TqH67ldffYUFCxYgNjZWqb7SHA8Pjzav769svwW0/3umKd9rXaivub6rNUEwIaT9mjoIdujQgZXm4OTkhL179zb5/MGDB2Pw4MGctpEQXXX06FFMmjQJMTEx2LVrFxpewKWlzAhpHwqCCSGEEDXm5+eHd955BzKZDN7e3qz7RCIRbt26JVDLCNFsekI3gBBCCCHNW7lyJW7duoW+ffvizz//ZP1RAExI++mvWLFihdCNEJqxsTG8vb1hbGystXVqe31C1CnEeyRsuvCZa/t71IX/U1UZO3as0E1QGW3/nunC91ob6tOa1SEIIYQQQghpLUqHIIQQQgghOoeCYEIIIYQQonN0OgjeuXMn/P394eHhgdmzZ6OwsJCXei9evIg+ffrwUtf69evRq1cvuLu7w93dHePGjeO0vtzcXMyYMQNvvfUWRo8ejRs3bnBa3+HDh5n35u7uDjc3Nzg7O+Py5cuc1XnhwgW899576Nu3L6ZMmYLs7GzO6iJNo76retR3CR+0ve/y3W8BfvuuEP0W4LDvynRUenq6zN/fX5abmyurqqqSLV26VBYZGcl5vS9evJANHTpU5urqynldMplMNmPGDNnp06d5qaumpkY2dOhQ2bfffiurra2V7du3TzZ06FBe6pZLSEiQzZ49m7PXr6mpkXl5ecl+//13WW1trezLL7+UzZgxg7P6SGPUd1WP+i7hgy70XT77rUwmfN/lut/KZNz2XZ1dJ7hv3744duwYTE1NUVJSgrKyMtjZ2XFeb3x8PPr379/spgOqlpmZiddff52Xui5fvgwjIyNmt7CxY8fCxcUFMpkMIpGI8/rv3r2L77//HkePHuWsjmfPnqG4uBhSqRQymQx6enoaN8Nc01HfVT3qu4QPutB3+ey3gLB9l49+C3Dbd3U6HcLU1BRHjhyBl5cXrl69iuDgYE7ry8jIwLVr1zBt2jRO65GTSCQoKirCihUr4OPjg2nTpuGvv/7irL4///wT9vb2+Oyzz+Dt7Y3g4GCIxWJeDqIAkJCQgBkzZsDS0pKzOszNzREYGIipU6eiV69e2LdvHyIjIzmrjzSN+q5qUd8lfNHmvst3vwWE7bt89FuA276r00EwAAwbNgxXr17F0KFDERYWxlk9VVVViI6ORkxMDG8HFolEAi8vL4SGhiItLQ1eXl6YM2cOamtrOanv+fPnSE1NRb9+/XD27FkMHDgQoaGhnNVX3/379/Hbb79h8uTJnNZTW1uLLl26YNeuXcjIyEBgYCAWL17MaZ2kadR3VYf6LuGTtvZdvvstIFzf5avfAhz3XZUkVWiB0tJSmbOzs0wikXDy+nFxcbKEhASZTCaT5ebm8pZXWJ9UKpV5eHjIsrKyOHn9bdu2yUaOHNmovr/++ouT+upLTEyULV26lPN6UlJSZKGhoUy5pqZG5ubmxtn/KVGM+q7yqO8SIWh73+W638pkwvVdvvqtTMZt39XZkeBDhw4hKiqKKdfU1EBPTw9mZmac1Hfy5Ens2rULnp6eGDVqFKqqquDp6Yn8/HxO6gOAK1eu4IcffmDKUqkUtbW1MDIy4qQ+e3t7lJaWMmWZTMbk8HAtLS0NQ4YM4byegoICVFdXM2U9PT2IRCIYGOhsej3vqO+qHvVdwgdt77t891tAuL7LV78FuO27OhsE9+rVCykpKbhy5QoqKyuxYcMGDBs2jLMv6/Hjx3Hp0iWkp6fj8OHDMDIyQnp6Orp3785JfQBgYmKC2NhYXLt2DdXV1fjqq6/g4uICa2trTurz9fXFixcvsGvXLtTW1iIpKQk2NjZwcHDgpD45qVSKW7duoXfv3pzWAwA+Pj64cOEC/ve//6GmpgZbt25Fjx49YGNjw3ndpA71XdWjvkv4oO19l+9+CwjTd/nstwDHfVfpsWQNduzYMdngwYNlXl5esvDwcNmzZ894qZfPyzI///yzbODAgTI3NzfZRx99JMvPz+e0vlu3bskmTJggc3d3lwUFBcnu3r3LaX0ymUz29OlTmbOzs0wqlXJel0wmkx05ckQ2dOhQWd++fWUzZsyQ5ebm8lIv+Rv1XdWjvkv4oO19l+9+K5Px33f57rcyGXd9VyST8XC9ixBCCCGEEDWis+kQhBBCCCFEd1EQTAghhBBCdA4FwYQQQgghROdQEEwIIYQQQnQOBcGEEEIIIUTnUBBMlFZbW4uHDx8K3QxCSBtR3yVEM1HfVQ0KgkmrOTs749atWwAAd3d3ZGZmAgAWLVqE//73v0I2jRDSAuq7hGgm6rvcov0iSbtkZGQw/5ZIJAK2hBDSFtR3CdFM1HdVj4JgLXXhwgWsXbsWubm56N+/P6RSKd566y2kpqZi0KBBmD59OgDgwIED2LlzJw4dOgSZTIbExESkpKSgoKAAHTt2xEcffcQ8tj5nZ2ccPHgQBw4cQHp6OjIyMnD//n1kZ2ejd+/eWLBgAQCgoqIC/fr1ww8//ABnZ2ce/wcI0UzUdwnRTNR3NQ+lQ2ihwsJCzJ07F9OnT8f/+3//D/369UNqaqrC5x09ehSHDh3Cd999h8uXLyM6OhqxsbF4/Phxs8/5/PPP4enpicWLFyMqKgqjRo3CsWPHmPt//fVX2NnZUUckpBWo7xKimajvaiYKgrXQqVOnYG1tjbFjx8LQ0BAffvhhqzpDQEAAdu/ejW7duuHp06cwNDREbW1tmy67DB06FI8fP8aNGzcA1HXwUaNGtfu9EKJLqO8Sopmo72omSofQQhKJBN26dWPd1qNHD4XPq6mpwbp163D+/Hm8/PLL6N27NwBAJpO1um5TU1MMGjQIKSkpsLOzw7lz5xAdHd22N0CIjqK+S4hmor6rmSgI1kI2NjY4ePAg6zb5pRU9PT1UV1cztxcXFzP/jo+PR2VlJc6cOQMTExM8e/YMP/74Y5vrHzVqFFauXAlnZ2d4eHg0+mEghDSN+i4hmon6rmaidAgtNGDAADx//hzJycmoqanB8ePHmVml9vb2+OWXX1BSUoL8/HwcOHCAed7z589hbGwMfX19PHv2DGvXrgUAVudtipGREUpLS5myn58fKisr8e233+KDDz7g4B0Sop2o7xKimajvaiYKgrWQmZkZ/vWvfyElJQX9+vXD4cOH8eabbwIA5syZgw4dOuCdd97BrFmzWHlDYWFhePjwIby8vDBy5Eh07doVzs7OuH37dov1jRw5Ejt27EB4eDgAQF9fHyNGjEBOTg6GDBnC3RslRMtQ3yVEM1Hf1UwiWVsST4jGmjJlCmuJFq599913uHHjBuLi4nipjxBtRX2XEM1EfVf90UgwUSmJRILr169j165dCAoKEro5hJBWor5LiGaivtt+FAQTlUpPT0dwcDACAgLg7e0tdHMIIa1EfZcQzUR9t/0oHYIQQgghhOgcGgkmhBBCCCE6h4JgQgghhBCicygIJoQQQgghOoeCYEIIIYQQonMoCCaEEEIIITqHgmBCCCGEEKJzKAgmhBBCCCE6h4JgQgghhBCicygIJoQQQgghOoeCYEIIIYQQonMoCCaEEEIIITqnVUFwRUUFMjMzIZPJUF5eznWbCCGEEEII4ZTCIPjKlSsYPHgwPvnkEzx69AjvvPMOLl++zEfbCCGEEEII4YTCIDg2NhbfffcdunTpAisrK8TGxmLNmjV8tI0QQgghhBBOGCh6QEVFBV599VWmPGDAACQkJHDaqPaoqKjAjRs3YGlpCX19faGbQ0iTamtr8eTJE7i6usLExETo5qgF6rtEE1DfZaN+SzRFS31XYRBsYGCAZ8+eQSQSAQCysrK4aaWSbty4gcmTJwvdDEJaZffu3fD09BS6GWqB+i7RJJrWdy9evIhPPvkEV69ebXTf3bt3sXTpUty9exeurq6Ii4uDlZVVq16X+i3RNE31XYVB8OzZsxEcHIynT59i0aJFOHfuHGJiYjhrZHtZWloCqHuTre3ERHvs2bMHZ8+ehb+/PyZNmiR0c5pVUFCAyZMnM99XQn1XnaxcuRIPHz7EK6+8gujoaKGbo1Y0se+Wl5cjOjoaUqm00X0ymQwLFixAcHAwAgMDkZCQgLVr12LTpk2tem3qt+qF+m7zWuq7CoPggIAAODo64ty5c5BKpZg7dy6cnJw4aagy5JdjrKysYGNjI3BrCJ8kEgkuX74MQ0NDXLp0CR9//DG6du0qdLNaRJcP/0Z9Vz1kZWWhsLAQRkZGKCwsRE1NDezt7YVultrRpL4bHx+P/v37Y+/evY3uu3PnDoqKijBx4kQAwLx58+Dj44PS0lJ06NBB4WtTv1Uf1Hdbp6m+2+zEuPz8fObP0NAQ77zzDgYOHAixWIz8/HxOG0pIW+zfvx+1tbUA6nJ/9u/fL3CLCFGNK1euYNy4cbh27RrndW3cuJFV5mPuh0QiwbJly1BUVMR5XbomIyMD165dw7Rp05q8PycnBz169GDKpqam6Nq1K3JycvhqIlERIfqutmh2JHjEiBEQiUSQyWSoqKiAmZkZ9PX1UVJSAgsLC/zvf//js52ENCstLY0VBJ85cwb/+Mc/BG4VIcr78ssvIZVKsWHDBuzatYvTunJzc1ssc2H//v24desW9u/fT31WhaqqqhAdHY0NGzYw83kaKisrg1gsZt1mYmLS5F4AJSUlKCkpYd1WUFCgugYTpQjRd7VFs0FwRkYGACAqKgre3t4YMWIEACA1NRW//PILP60jpBW8vb1x+vRppuzj4yNcYwhRkStXrqCsrAxAXcBy7do19O7dm7P6bG1tWQdPW1tbzuoC6kaBT506BZlMhl9//RVBQUFqn8akKTZv3oyBAwfC2dkZeXl5TT5GLBajsrKSdVtFRQVMTU0bPXbnzp3YsmULJ20lyuO772oThesE37hxgwmAAWDQoEH4888/OW0UIYToui+//JJV3rBhA6f1hYWFscoLFy7ktL79+/czE7akUimlManQyZMnsWvXLnh6emLUqFGoqqqCp6cnK5XRwcGBlfrw4sULFBYWws7OrtHrTZs2Dampqay/3bt38/JeiGJ8911tojAIlkql+O2335hyWlpas5dXCBFC/e8nULckECGaTj4K3FxZ1RwdHWFmZgYAMDMz43xiTVpaGmpqagAANTU1OHPmDKf16ZLjx4/j0qVLSE9Px+HDh2FkZIT09HR0796deczrr7+Ojh07Yvfu3aiqqsKWLVvg6+vb5KS4Tp06wcbGhvWnSStCaHvuuaOjI1555RUAQPfu3WlSXBsoDIKXLVuG8PBwBAQEYMCAAVi+fDlWrlzJR9sIaRV/f39m1qe+vj4GDBggcIsIUV7Dmcxcr0ogkUiYy+OVlZWcBwz+/v4wMKjLyDMwMKB+y4P8/Hy4u7szI8KbN2/G4cOH4e3tjRs3bmDVqlUCt5Ab9XPPtZU88KUAuG0ULpHm6emJU6dO4fbt2wAAZ2dn5oeLEHUQFBSEU6dOoba2Fvr6+ggKChK6SYQoTT7Zs7myqu3fvx8ymQxA3RqyXE9WCwoKQmpqKgBAJBJRv+WIjY0Nrl+/DqBulFA+3wcAnJycmlw+TZvoQu65RCLBpUuXAADp6ekoKirSuvfIlWZHgrdv3w4AWLVqFdavX4+ff/4ZP//8M7744gusXr2atwYSooi5uTkCAgIgEokwcOBA6vyEtENTq6xwydzcHMbGxgAAIyMj6reEE7qQe07LhLZfs0Fwx44dAQBdu3ZFly5dGv0Rok6CgoLg4uJCo0mEtJObmxur7OHhwWl9WVlZrNUvsrOzOa2P6CZdyD3n+wRWmzSb1yDfRea9996Do6Mj6z76DybqxtzcnK5QEK3yyiuv4OHDh0y5/qQmLjTcJOGvv/7itL6mFvhveBshyvL390dqaipqamq0NveclgltP4UT44KDg5GSkgKg7ixq3bp1tC81IYRwLCQkhFXmejOJhjuBcr0zKC3wT/gQFBQEPb26UEdPT4+uFhIWhUHwzp07sXXrVixbtgzjx49HYWEhDh8+zEfbCCFEZ/G99F/DBfa5XnCf7/qIbtKFOSNCLBOqLcvOKQyCX3vtNcycORMHDx7EkydPMGvWLHTq1ImPthFCiM5qmHZW/3InF/hecH/GjBms8syZMzmtj+gubZ8z4u/vzyrzkfKhLcvOKVzrbMGCBcjMzMT+/fuRlZWFadOmISQkBNOnT+eheYQQoh4kEgni4+MRHh7Oy2iSpaUlK0XA0tJS5XWcOnUKv/76K1M2MDBATU0NjIyMkJSUBAAYOHAgAgICVF53U6NXXG4LTXSXts8ZGTJkCP773/8y5aFDh3JanzYtO6dwJFgsFuPAgQNwcXHBiBEjsHfvXhw/fpyPthFCiNrge+TjyZMnLZa5IF8D3sbGhvO60tLSWGWacE20Bd+pAidPnmR28hWJRDhx4gSn9WnTsnMKg+B169ZBKpXi999/x/nz59GlSxfaM5wQolMajnzwcXDr2bMnq+zq6qryOgICArBq1Srmz8nJCT179kRcXBxzGxejwADtGEe0V1JSEm7evMlcTeFaWloaa6Mbrk8ohVh2jqsTC4XpENeuXcOcOXNgYWEBqVSKR48eYevWrZyvIUkIIeqiqZEPrldruHXrFqt88+ZNTuvjm3ynR4Bm7RPVapjmU1xcDACsPQ64SvORSCS4cOECAOD8+fO87N7m7++PkydPQiqVQk9Pj/MTSn9/f/zyyy/MLq185yCr8rdXYRC8fv16xMXFMevOXbhwAV988QX27dunskYQQogiQh7Ymhr54DoIfvHiRYtlTSeftX/ixAmtnbVP1IN89JCPjb4ajv4mJSVh8eLFnNYZFBTE5ARLpVLOTyjr11dbW8t5fVzmICtMhygrK2MtvNyvXz+Ul5erpHJCCP+SkpIQFRXV5H2PHj3CtGnT4O7ujtGjR+P27dvMfenp6RgxYgTc3NwwZ84clJaWMvft2bMHb7/9Nt566y18+eWXnL8HoO7AxlfOnb+/Pyvnji7dq4a2z9onwmiY5uPg4AAHBwfWbVyl+chHgeXOnz/PST31yQcE5J49e8Zpfffv32eVuV7jm8scZIUjwSKRCA8ePIC1tTUAIC8vD/r6+iprACGEH9XV1fjmm2/wzTffNBt0LF++HG5ubti+fTv27t2Lzz77DD/99BPKy8sxf/58rFu3Dt7e3oiMjERiYiKWLFmCa9eu4ZtvvsGePXtgbGyMGTNmoG/fvnjnnXdU2v6AgADWgWv58uUAgFWrVqm0nqbUn30tk8k4mX3dcKS7KcuXL+dstJsPzY3mx8fHsx6nye+REL7xvftiw4GODRs2YNeuXZzVx+WVOIVB8Ny5czFhwgT069cPAHDu3DnaMY4QDbRu3Trk5eVhwoQJzFl1faWlpTh//jwSEhJgZGSEKVOm4J///Cfu3buH+/fvw9ramhkBDQ0NRXBwMJYsWYJjx45h1KhRsLOzAwBMnToVBw8eVHkQLCT57GuZTMbMvuY6HUJPT4/1Ocl3vdImfF6mJoQr9U/ujIyMUFVVxdxnZGTEnLCr6uSu4clkU7svcnnCXFZW1mJZ1bjc+lphEDx48GA4Ojri4sWLkEqlmDVrFpycnFTWAEIIP2bPng1LS0ts3ry5yeW27t+/DwsLC5iZmTG32dnZ4d69e8jPz4e9vT3r9sLCQhQXFyM7OxsDBw5k7uvRo0ezK8iUlJSgpKSEdVtBQYGS74x7Tc2+VnUQ3HCk+8qVK4iJiWHKUVFRGr+OrpCj+YTwwcbGBllZWawy15oKvLkkX0+8fplLXE6ibbblF1bMK4sAACAASURBVC5cQL9+/Zj15l566SUAwL1793Dv3r1WXQ789ddfERcXh0ePHuGNN95ATEwMnJycsGfPHnz99deorKzExIkTER4eDqBumHvlypU4duwYzMzMsGTJErz33nuqeJ+E6DxFmy28ePECJiYmrNtMTExQXl6OsrIyiMVi5nYDAwMYGhqioqICL168YN1nbGyMioqKJuvYuXMntmzZosS7EAaXIxHNcXNzY0aDzczMND4AJkRbNTy5mzhxIqqqqtC9e3fExcVxXl9WVhZr8t0XX3zBGrRQtYZXpbhOkeVyEm2zQXBKSgr69evXZJ6HSCRSGAQXFBRg6dKl+Oabb+Dm5oZvv/0WYWFhWLt2bbP5g9999x1yc3Nx5swZZGZmYvbs2ejXrx/NGiaEByYmJqzRBACoqKiAqakpxGIxKisrmdtrampQXV0NsVjc6L7KykpWUFzftGnTMGbMGNZtBQUFmDx5sgrfieoJtZyXjY0N7t+/j4iICF7qI4Qoz8bGBtnZ2ZyvCiHn6OjIjAbb2tpyGgADdUF4/R3q+MjfDwoKQm5ursp/e5sNguVbDLY32fnhw4cYO3Ys+vbtCwCYNGkSNmzYgKNHjzabP/if//wHYWFhMDMzg4eHB/z8/HDs2DF8+OGH7WoDIdpo3rx5mDRpEnx9fVX6uj169MDTp09RXl7OBLH379+Hvb09DAwMWLsQ5eTkoGvXrujcuTMcHBxYs4Wzs7Ob/RHu1KkTOnXqpNJ2c6Vh3p2hoSGqqqpgZmbGTOTiegJXx44d0bNnTxoFJhqrqQmffC5vKASxWAwXFxfOg9H65IH3woULOa8rKCiIdWWMj0EBrra+bjYI/uyzz1p84rp161q8393dHe7u7kw5LS0N1tbWyM3NbTZ/MCcnBw4ODsx9dnZ2rNwaOU3NKyREFYYMGYKvv/4aK1euxPjx4zF27FiVTCzq2LEjvL29kZiYiPnz52Pv3r3o0qULXn31VdjY2CAyMhKpqanw8/PD119/jeHDhwMA3n33XYSGhmL06NEwMzPDrl27MG/ePKXbo27kC9ErSishhLSMJkSqHp+Bt7m5OQYNGoQTJ05g8ODBGn21vtkg+LXXXgMAXL58Gfn5+Rg1ahT09fXxn//8B7a2tm2q5M8//8SKFSuwatUq7N69u9n8wYY5iSYmJk1O4NHUvEJCVGHUqFEYNWoU7t27h59++gnjxo2Du7s7pkyZ0q4RQ3d3d2zfvh2enp5Yu3YtPvvsM/j4+MDBwQFfffUVRCIRxGIxEhMTER0djYiICPj6+jK5/H369MGcOXMwY8YMlJeXY9KkSUyArMloEhchymvYjwDqS9qAq/QEvjUbBH/00UcA6pYGqh+4jh8/HlOnTm11Benp6Zg7dy4WLlyIoUOH4sCBA83mD5qYmLDuq6ioaDK3UFPzCglRFalUipycHGRnZ6O2thYWFhZYsWIF3nnnHcyfP7/F5zYcpc3IyGD+/fLLLze7372HhweOHDnS5H2TJk3CpEmT2vguCCGEaILWrPGtiSktCte1KCwsZC23IRKJWr1LU1paGhYtWoSYmBhmlYeW8gfl98lHmnNycuDp6dnodTUpr5AQVUtISMCBAwdga2uLDz/8EBs3boShoSFevHiBgIAAhUEwIbpEyO22CdFWXKe0tKbfAsr3XYVBcL9+/fDxxx/j/fffh0wmw6FDh1g5vc3Jzc3FggULEBcXx3p8S/mD7777LrZt24Y+ffrgzp07OHfuHJYsWdLuN0eINpJIJNi+fTveeOMN1u2mpqa8bVnMtaSkJGRnZ7f4mL/++gvA35dWm2Jvb4+ZM2eqsmlEw+lSPurOnTuRlJSE0tJSeHt7Y/Xq1bCwsGA9Zv369UhOTmbWenVycsKPP/4oRHOJGhM6PYyrfqswCF6+fDn27NmDkydPAgCGDx+OiRMnKnzhH3/8ES9evGDyBuV++eWXZvMHp0+fjvz8fAwaNAhmZmZYvXo1rKys2vO+CNFatbW1jQLg+fPnY9OmTXj77bcFapVqZWdn496ta7AWVzb7mA41dWtTVmQ/bfL+B+XGnLSNaBahD95CuXTpEnbs2IE9e/agW7duiIqKQnx8PNasWcN6XGZmJrZs2cLL2teEtBZf/VZhEGxgYICpU6e2KQ8YABYuXNjsUh3N5Q8aGRlhxYoVWLFiRZvqIkQXREdH49GjR7h06RIkEglze01NTaNtM7WBtbgS81570O7nb75jrcLWEKJZ+vbti2PHjsHU1BQlJSUoKytjliatLzMzE6+//roALSREeNzudUd0kkQiQXx8PMLDwzV66RR1M27cONy5cweZmZkYNmwYc7u+vj7c3NwEbBkhRB2ZmpriyJEjiIiIQLdu3RAZGcm6XyKRoKioCCtWrMDVq1fh7OyMFStWsJYqBdq2LCnfqUyUOkWUQUEwUbnk5GTcvHkTycnJWrlerFB69eqFXr16wc/PD926dRO6OYQQDTBs2DAMHToUcXFxCAsLw969e5n7JBIJvLy8EBoaCmdnZ2zfvh1z5szB0aNHWVvhtmVZUr5TmSh1iihDYRC8e/duWnqMtJpEIkFaWhoA4MyZMwgODqbRYBUJCwvDxo0b8fHHHzd5f3PLlxH1pKkjZm2pkwhPvrrTggUL0LdvXxQVFTG/ya+++iq+++475rFz5szBjh07cP/+fdZocFuXJeU7lYlSp0h7KQyCv//+ewqCSaslJydDKpUCqFvLlkaDVSckJASA4gCFaAZNHDFra51EOfW3Km/K0KFDm73v0KFDuHTpEmJiYgDUzR3Q09ODmZkZ85grV67gzz//ZCa7S6VS1NbWspZFBWhZUqK9FAbBDg4OWLZsGTw9PWFqasrc3lLnI7rr7NmzrHJaWhoFwSri6uoKAPDy8kJubi5sbW1x+vRp/PHHH22euKruiouLUVhurNQIzYNyY1j839qSraFopJSLUVJNGzFrT52k/Xbt2sX8+48//kDPnj2ZskgkavE43KtXL8TExCAwMBAuLi7YsGEDhg0bxgpwTUxMEBsbizfffBMuLi7YtGkTXFxcYG1NnzHRDQqD4OLiYhQXFyMnJ4e5TVHnI8KixeG1W1RUFIC6S5TLli1D//79ERkZic2bNwvcMs2maKSURknbTogTC21SPwgePXo0q6yIo6Mj1qxZg4iICJSUlKB///5YuXIl0tPTERISgoyMDLzxxhuIiorCwoULIZFI4OHhwdoBjKgHmvzHHYVBcFs6HVFPfC4O7+bmhkuXLjFld3d3zuvUNTdu3MCPP/6Ibdu2YcyYMQgPD0dgYKDQzVKpLl26wKT4jtKjpCZt/M5TbqFq8X1ioc3BgkgkavNz3n33Xbz77rus2zw9PVlbpY8ePRqjR49Wun26hO+TO5r8xx2FQfDq1aubvH3ZsmUqbwxRDSEXh3/48CGrnJ+fz3mdukYmk0FPTw/nzp3DrFmzAAAVFRUCt4q0lRApH0Lg88SCggXh6cL3WoirRnyfoOvKVRyFQXD90cPq6mqcOnUKXl5enDaKaK6GQS8FwapnZ2eHkJAQ5OXlwcvLC+Hh4XB2dha6WYSoBRrN1y1CBd3a/j3TlfQwhUFwaGgoqxwSEoLZs2dz1iCi2WxtbVm7l9na2grYGu20bt06nDx5En379oWhoSE8PT3pcqYG4jvlQxXBAqD+o3TaRH6lBwByc3NZZQDYunUr301SSKhUJqJ6fAb6Qo08t3mzjA4dOuDx48dtfRrREePGjUNCQgJTHj9+vICt0U6mpqbw9PTEs2fP8Mcff6B3797IyspizRwnbacLl3GJZqm/M+SwYcPw7Nkz6OnpoWPHjgK2Sr1Q0K0dhBp5VhgEr1q1iknIl8lk+OOPP+Do6Njmiohu+PHHH1nlffv2wc/PT6DWaKeNGzdix44dsLCwYG4TiURITU0VsFVE3akiWAAoYOCTfIOKe/fu4dNPP8WtW7cAAB4eHoiNjRWyaS16oOBk8nl1XUDT0bC22ec7cdIyzaQrJ+hCpJg0GwRXVVXByMio0W5fo0aNwqhRo9reOqIT6qdCNFUmyjt06BBOnDih9Vsn830gFWJEiYIF0hqRkZEICgrC2LFjIZPJsHfvXnz++ef49ttvhW5aI/b29gof8/D/Lm1b2js0eb9TK19Hju9+pCtBqS5oNggODg7Gvn37UF5ejoiICD7bpPUkEgni4+MRHh6udVsKU04w91555RWtD4CFOJDyTRfeI1GN8vJyZlc3AJgyZQr27dsnYIua15p8TFWuWKQL/YhSPrjTbBD89OlTbN26FUePHsVLL73U6P4ZM2Zw2jBtlpycjJs3b2rllsJhYWFYvHgxU164cKGArdFO/fr1Q2xsLAYNGgQTExPmdm3KCeb7QCoEXXiPNGKmGo6Ojrh8+TI8PDwAALdv34aNjY3ArVIPQvQjXQhKdaXvNhsEr1q1CikpKaioqMDt27f5bJNWk0gkSEtLAwCcOXMGwcHBWjUa7OjoCBMTE1RUVMDExEStz6411YEDBwAAx48fZ25rbU5weno6oqOj8eDBA/j6+iI2NhYdOnRgPeb333/HqlWr8ODBA/j4+GD16tUwNzeHTCbDV199hf3790NfXx8zZszARx99BKDuoPzBBx+wgvLdu3fjzTffVMVb5k1Ll1UVXVKVP5/SE4iq5efnY8qUKXB2doaBgQFu3rwJS0tLjBw5EgBw5MgRgVtIiGZqNgj28/ODn58fkpKS1HqhY02TnJwMqVQKAJBKpVo3GiyRSJiNGyoqKlBUVMRLkK/NKSYN1d8Suy3Ky8sxf/58rFu3Dt7e3oiMjERiYiKWLFnCPObZs2cIDQ1FREQERo8ejW+//RZLlizB9u3b8fPPP+PIkSPYs2cPunTpgk8++QRWVlZ47733kJmZiaFDh2Ljxo2qepu8U3TCpuiSKqD+l1WVzZ2Uv0ZrA31dGDHjQ/2ra4TwQVf6brNBcP2d4praNY52jGufs2fPssppaWlaFQR/8803jcqRkZGc16vNKSYNlZWV4csvv8S9e/ewceNGxMfHY8mSJTAzM2vxeRcvXoS1tTUGDBgAoG4N8ODgYFYQnJGRgW7duiEoKAhA3brg27ZtQ1FREU6fPo0pU6YwQd6MGTNw6NAhJgh+/fXXuXnDPFF0sq/pqQmqyJ0E1D/Q10a0QRXR9km0QqVfNBsEd1Hz6J2op0uXLrHK6enpnNcpkUhw+vRpAMCpU6e0LsWkodWrV+Pll19GYWEhjI2NUVpaiqioKHz55ZctPi8nJ4cVvNjZ2aGwsBDFxcVMf6+trWWlNAB1SyM+ePAAUqkUxsZ/r8Oop6eHvLw8AEBmZiYqKiqwd+9emJiY4JNPPsHYsWNV9I6JKuhCDjIh2kgXJv8JpdkguOFOcUQ1+vfvzwRsAODv7y9cY7REcnJyo7I2jwbfunUL69atw5kzZyAWixEXF4f3339f4fPKysogFouZsoGBAQwNDZn0FQBwd3dHdnY2jh07hkGDBuHf//43KioqUFVVBX9/f+zcuRMDBgyAWCzGrl27UFVVBaDupNnV1RUTJkzA7du3ERISgh49esDT05PVhpKSEpSUlLBuKygoUOa/gxCGrkzmIcLjc/6AUCewfL5HodIvFG6WIU+8b4gS8dsnODgYaWlpkEql0NPTQ3BwsNBN0nj1TyqAutFgbQ6C9fT0WOXa2tpGtzVFLBajsvLv3XhqampQXV3NCozNzc2xceNGrFu3DqtWrcKkSZPg5OSEjh07Yty4cbh//z4mTJiAzp0748MPP2Qm6W3YsIF5jd69e2PkyJFIS0trFATv3LkTW7Zsadf7PnXqFCsfuqltNAcOHIiAgIB2vT7hBk02JNpGF+YP6MJ7BFoRBNc/wFRXVyMlJYXWflWCubk5/P39cfr0aQwYMEArLts3DE4akn+HtClAEXIi3ltvvYUNGzagoqICZ8+eRXJycqtyBh0cHHDixAmmnJOTg65du6Jz587MbZWVlTA3N2dOcktLS/Hvf/8bPXr0wJMnTzBlyhRmks6+ffvw+uuvo6qqCgkJCQgNDWXykquqqppMqZo2bRqzC5ZcQUEBJk+e3Ob/B23oO9qO7wOprkzm0SRNHR80/QRW2+cPAMK8RyFOmBUGwQ0Prr6+vpg4cSJmz57dxqqIXHBwMB4/fqyVo8AGBgaoqalhlbWRkBPxFi9ejG3btqFjx4746quv8Pbbb2Pu3LkKn+fj44PIyEikpqbCz88PX3/9NYYPH856THV1NT788EMkJyfDwcEB8fHxGDJkCIyMjHDmzBkcPnwY27dvx5MnT5CUlITVq1fDyMgIv/32GwwMDBAWFobr16/j+PHj+P777xu1oVOnTujUqVO73ndAQIDGHCRJHV0IFkjb0QksaUiokec2RyhFRUV4/PhxW59G6jE3N29yxQ1NVT84ycrKYi3nExsbq/aXQ9pKqLWep0yZApFIxJTlE9gyMjLw8ccf49///neLzxeLxUhMTER0dDQiIiLg6+uL8PBw5OfnY8SIEUhJSUH37t2xdu1ahIaGoqSkBAMGDEBMTAwAIDAwEFeuXIG/vz/MzMwwd+5cvPXWWwCA+Ph4REVF4a233oKFhQViYmLg5EQXsQn/tH0Wvaahk1fSGkKdMLc5Jzg/Px8TJkxQaSOI9nB0dGRGgy0tLbUuAAaEW+tZfuXg5MmTKC0txdixY6Gvr49Dhw61enTVw8OjUT5/hw4dkJGRwZTfffddvPvuu42ea2BggLVr12Lt2rWN7rO3t1cYhJO2Ky4uxoMHD3Du3Dn4+fkJ3Ry1R7PoCSFt0aacYJFIBHNzcxrhaYOm8qGK/2/mcf2cyfbmQyUlJSE7O7vFxzSVf9WQvb29yjZFsbOzQ3Z2Nj777DOVvJ66EWqt52HDhgGo+8x/+OEHZjLcO++8QyemWurBg7rc1oSEBAqCW4GWgSOEtEWrcoJzc3Nha2uL06dP4/fff8fUqVPRsWNHPtqnlYqKigCoZi3m7Oxs3Lt1DdbiymYf06Gm7vJfRfbTJu9/UG7c5O3tJRaL4eLiwtloiqKJeEDdgU6TJlq0RVFRESorK5lVHcrKyvDs2TOBW0WU1fB7XVxvmS6pVIp58+ahS5cuWvu9JoQQvikMgqOiogDUzepetmwZ+vfvj8jISGzevJnzxmmDpvKhVD0SYS2uVHo2tCYTi8UoLy9nlbkk9FrP77//PsaPH48hQ4ZAJpPh+PHjGD9+PK9tINyTjwLXL9MmRoQQojoKg+AbN27gxx9/xLZt2zBmzBiEh4cjMDCQj7YR0qSGJxYSiQQff/wxU96yZYvKJ6rVH6Wrrq5m3ffgwQNeR57DwsLQs2dPXLx4EQCwdOlSZitkojp8r0vc8Hvd1O8sXcInbbFz504kJSWhtLQU3t7eWL16NSwsLFiPSU9PR3R0NB48eABfX1/ExsaiQ4cOArVYNWhNcdJaClfYl8lk0NPTw7lz5+Dj4wMArB2mCBGaubk5M/rbp08fzldqMDQ0hL5+XYpJ586dYWhoyGl9TRk8eDCWLVuGZcuWUQDMk65du9LSTkRjXLp0CTt27MCePXvw22+/oUuXLoiPj2c9pry8HPPnz8enn36KixcvwsTEBImJiQK1mDvUd0lzFI4E29nZISQkBHl5efDy8kJ4eDjeeOMNPtpGSKvZ2toiLy8P8+fP5+T1G47SLV26FHl5eYiPj6cfVy1FSzsRTda3b18cO3YMpqamKCkpQVlZGezs7FiPuXjxIqytrZkT6dDQUAQHB2PJkiVCNFllqO+S1lIYBK9btw4nT55E3759YWhoCE9PT4wePZqPthHSaoaGhnBwcOAtIOW7PkIIaStTU1McOXIEERER6NatGyIjI1n35+TksCYw29nZobCwEMXFxaz885KSEpSUlLCeW1BQwGnbCeGDwiDY1NQUH3zwAVOeNGkSpw0ihBAC6OnpMetRy8uEtNWwYcMwdOhQxMXFISwsDHv37mXuKysrY00kNjAwgKGhYaOUx507d2LLli28tZm0XXl5ObKzs5Gdna0V61y3Jq8bUD63Wzv3tCWEEA1nbGzMWvXE2Fi1SxkS3WBkZAQAWLBgAfr27YuioiLmCpZYLEZl5d/La9bU1KC6urrRCjvTpk3DmDFjWLcVFBRg8uTJHLeetFZeXh6kUikSEhKwceNGzuurrq5GXl4e6/vEJa7qoCCYtJmiDTpaszkHoNoNOgjRNvUD4KbKhLTk0KFDuHTpErPteU1NDfT09GBmZsY8xsHBASdOnGDKOTk56Nq1Kzp37sx6rU6dOrV6V0rCv6ysLFRVVQEAcnNzORkNbjgye+/ePdTW1mLx4sXo3r07AG5Xy+GKzgXBzS1Ir4rd2wD13MFN1RRt0KFocw5A9Rt0EKJtbG1tkZubyypz7fnz57h//z6uXbuG3r17c14f4U6vXr0QExODwMBAuLi4YMOGDRg2bBgzMgwAPj4+iIyMRGpqKvz8/PD1119j+PDhArZaO3DdjxrGMXfu3GHdv3TpUrz22mucLQNXXV2N2tpaAHUxlKWlJeerJEkkEsTHxyM8PFylo8LNBsEjR45s8YlHjhxRWSOEpMrd2wD+d3ArLi5GYbmxUhtePCg3hkW93alaQ9c36CCEa2FhYVi8eDFTXrhwocrraHgwvX//PgBg5cqVePPNNwHQeqqaytHREWvWrEFERARKSkrQv39/rFy5Eunp6QgJCUFGRgbEYjESExMRHR2NiIgI+Pr6Ijw8XOima5zm+lFMTAxcXFyY27nqS/JR4ObKqlB/ZPb/t3fvYVFV+//A38CAgHmjUL+KCuqJNC/cRNREQcWsNNNGSzEl01JRU/SXYYqhyTlq3s2OhZfAc0p8zBtHIwGBTO2QaHqOtyIRVAwdAQUFZmb//uAwOdyR2XvP5f16np7Yw+z5rMH9mf2Ztdde6+9//zsyMzOhVqthY2ODzp07Y/r06QaP+bi4uDhcvHgRcXFxBo1VYxFc16VsU1GfntnKkpKSqizL25CeWRaIhiVH7zqHfJDcOnfurOsN7tChg+g3u9y/f1/3syAIuH//Ppo1ayZqTBLXiy++iBdffFHvMR8fH2RkZOi2vby8zKZTyxg8nkdarVaUPKo8VGDixIlVVk0Vc2Gd1NRUqNVqAOXDbFJSUkQtglUqFZKTkyEIApKSkqBUKg3WG1xjEezr66v7OT8/Hw8fPoQgCNBoNLpvOabA3C/dt2zZEvb5VxtddNsb8XKsUveu1yemqR83ZBrmzp2LpUuXitILDOifTCvf5JSXl4f169eLEpfInDyeR5MmTdL73d27d0XPo8qzeYi9oJm/vz8SExOhVquhUChEX7ApLi5ON1OOVqs1aG9wnWOCN2zYgG3btgEAbGxsUFZWhq5du5rUN0f2zBqWHEMw5Pg35HFDcuvcuTNiY2MliSXFjXhSTXtEJJeioqJat8UgCEKt24amVCqRnJwMoHzqRqVSKWo8MXue65x48sCBA0hOTsbw4cORkJCAqKgodO3a1SDBiYjIcnE5WzI3j8++Ud22OXByckJAQACsrKwQGBgoeg77+/tDoSjvszV0z3OdPcFOTk5o3bo1OnfujEuXLmH06NH44osvDNYAMj1SD8GQ6+Y/IkvyzDPP4M6dP4f3ODs7GzxG5bGMmZmZWLp0KcLCwsxign+isLAw3bR0ALBw4ULRY1pZWen1/lpZWYkeU6lUIjs7W/Re4IpYYvU811kEKxQKXL9+HZ07d0Z6ejpeeOEFvcm1SZ8cBduNOuLdLysfv9rMVlPj/l0a1sRaY9YV70ljEpF4Hr+hB0CVZXLFsGHDBhQXF0s2wT+R2Dw8PNC0aVMUFRWhadOmkkw1OGjQIBw/fly3PXjwYNFjOjk5YcWKFaLHqYgVEBCAhIQEg/c811kEv/vuu1iyZAm2bt2KDRs2YP/+/ZL8gal+6tN7cut/4+6cXd2q/X2Xer5OfWPWFa+hMeW4+Y+9z2RpWrdurTcvcevWrUWNl5mZqYsn1gT/QP3GIXMMMhlSWFgYVqxYIUkvMAAEBwfrFcHBwcGSxJWSWD3PdRbB3bt3x65duwAA+/fvR1ZWFtewr4XUBVt9pt+q+LA31JQpdcU0dDxAnt7uEq11jTM8aITyy002VjXfgFCiNb48SU9PR0REBG7cuIH+/ftj1apVeOqpp/Se89NPP2H58uW4ceMG/Pz8sGLFCjg5OUEQBKxfvx5xcXGwsbFBSEgI3n77bQDAgwcPsGjRIpw4cQKtW7dGZGQk+vbtK8dbpCeUl5dX67ahVe75lao3mGOQLY9YCy3UxMPDA3v37hU9TgUnJycMHjwYx48fR0BAgFke42L1PNdYBFespDZt2jTExMToxps888wzCA4OxtGjRw3eGDHk5+fjZpEDFv3Sudrf17eYaWfkwxPMmRy93R4eHrUuoFLRm+TmVnNvNxoYU2wPHz7EnDlzEBUVhb59+yI8PBxbtmzBBx98oHtOQUEBQkNDsXDhQowePRo7duzABx98gC+++ALffvstDh06hH/84x9o2bIl3n33XbRt2xYvvfQSPv30Uzg6OuL06dNISUnBggULkJycrLuZgYyfn5+fXm9Sv379RI33eK9zdduGItXyq2S8xFpowZgEBwfjjz/+MMteYDHVeIYKCwvDiRMnAECvR0ehUGD48OGiNag+PVUN8cwzz+hWhQPKp9eomGoDALRC+dxzGqs/e+0UCoXeydvhf69TH3IUbObOGHq7K19SrY6xX1I9deoU2rdvr7uzNjQ0FMHBwXpFcEZGBtq0aaO75DRt2jRs27YN9+7dw/HjxzFp0iTdsRkSEoIDBw7gpZdewpEjR7B7927Y2dlh2LBh+PLLL3HixAnR548kw6k8JvjBgweixpNjWWiyPGIutGBMpByja05qLIKjo6MBAB9++CGioqIkaUx9eqoaKiIiQm+7cjFTiQyCNwAAIABJREFU0eP9eK9fY4qZJymeGhuzMqnHwEk992d1f1Opx/mZ4odoVlaW3perjh074u7du8jPz9cd/xqNBvb29nr7CYKAGzduQKvVokmTP4eHWFtbIycnBwUFBbh37x46deqk99qZmZksgk3ImTNn9LbT09NFjSfFstBEYi60QKavzmuVUVFROHfuHNLS0lBWVoYXXngBffr0EaUx9empaixjuDQmdQFl7vGkiGkMx01jFRUVwcHBQbetUChga2urt7qQp6cnrl27hiNHjmDIkCH46quv8OjRI5SWlsLf3x+7du3CoEGD4ODggJiYGJSWlqK4uBi2trZ6V0/s7e2rXWyhsLCwyqwDubm5IrxbaiipJ9yXelloskxSL/FLpqXOInj//v1Yt24dgoKCIAgC5s+fj9mzZ2PcuHEGb0x9eqoA0zqRylE8SR3T3OOZCwcHB73pDdVqNcrKyvQKYycnJ2zYsAFRUVFYvnw53nzzTXTp0gXNmjXD66+/juvXr2P8+PFo0aIFJkyYgH379sHe3h5qtRoajQY2Nv9bTvrRIzg6OlZpw65du7B582bx3yw1WLt27XDz5k29bbGJvSw0kdRL/JJpqbMI3rlzJ+Li4nTT5UybNg1Tp04VpQiuT08VwBMp0ZNwc3NDQkKCbjsrKwutWrVCixYtdI+VlJTAyclJtyz6gwcP8NVXX6FTp07Iy8vDpEmTdJew9+zZg2effVb3GtnZ2bovsVlZWXj55ZertGHy5Ml47bXX9B7Lzc3FxIkTDf12qYHmz5+vNzzh8Z/FIuWy0GSZpF7il0xLnUWwVqvVmy+yTZs2ok2RVp+eKqD6E+mNGzfw1ltvGW2PMBHw5xULjabmhUTE4ufnh/DwcCQmJmLAgAH47LPPMGLECL3nlJWVYcKECYiNjYWbmxvWrl2LYcOGwc7ODikpKTh48CC++OIL5OXlITo6WncjxosvvojNmzdjxYoV+OGHH5CTk1PtFGnNmzdH8+bN9R6r+Fswd+VlZ2eHVq1a4fbt22jTpg0UCgVycnLkbpbRkDN3jZEp5a2XlxfS0tLQr18/FBUVoaioSO4mkYRqy906i+CWLVvi2LFjGDp0KADg2LFjej1HhlSfniqg+hNpxZtkjxKZgry8PL0byaTg4OCALVu2ICIiAgsXLkT//v0RFhaGmzdv4uWXX0Z8fDzatWuHlStXIjQ0FIWFhRg0aJBuCdAxY8bg7Nmz8Pf3R9OmTTFr1izd/QELFy7ERx99hBdeeAHOzs7YuHFjlS+vNamYj5a5azyuXr2KIUOGyN0MoyRH7hojU8zbK1eu4Msvv5S7GSST6nLXSqjj7oerV69i5syZKC0thZWVFRQKBbZs2QJ3d3eDN/Dhw4cIDAzEihUrMGDAACxevBjNmzevMsNDdR49eoQLFy7A2dlZNy6xPiouxe7evRtt27ZtTPONNqa5x5Mj5pPG02g0yMvLQ48eParMwmCpTCV3eVybfrzGxGTu6nvSvAXM/zgzpePaEuLVlrt19gQ3b94cR48exbVr16DRaNC5c2dcu3atQQ2or5p6qurD3t4ePj4+Txy7bdu2cHFxeeL9TSGmuceTI+aTxGMvkj5Ty10e16Yf70ljMnf/1Ni8Bcz/ODOV49oS4tWUu/VeMe7pp5/WPR4aGirainFeXl66m3KIiIiIiMRgdCvGERERERGJzahWjCMiIiIikoLNsmXLltX2hIpZIcxZkyZN0LdvX70lYc0tprnHkyOmHO+R9FnCv7m5v0dL+JtSVeZ+nFnCcW0O8eqcHYKIiIiIyNyIs+oFEREREZERYxFMRERERBbHoovgXbt2wd/fH15eXpgxYwbu3r0rSdxTp06hd+/eksT629/+hp49e8LT0xOenp54/fXXRY2XnZ2NkJAQ9OnTB6NHj8aFCxdEjXfw4EHde/P09ISHhwfc3d1x5swZ0WKePHkSL730Ery9vTFp0iTR5s2mmjF3DY+5S1Iw99yVOm8BaXNXjrwFRMxdwUKlp6cL/v7+QnZ2tlBaWiosWrRICA8PFz1ucXGxEBQUJPTo0UP0WIIgCCEhIcLx48cliaVWq4WgoCBhx44dgkajEfbs2SMEBQVJErvCunXrhBkzZoj2+mq1WvD19RV++uknQaPRCJ9++qkQEhIiWjyqirlreMxdkoIl5K6UeSsI8ueu2HkrCOLmbp0rxpkrb29vHDlyBI6OjigsLERRURE6duwoety1a9di4MCB+Oabb0SPBQCXL1/Gs88+K0msM2fOwM7ODlOmTAEAjB07Ft26dYMgCLCyshI9/q+//op//vOfOHz4sGgxCgoKkJ+fD61WC0EQYG1tzTvMJcbcNTzmLknBEnJXyrwF5M1dKfIWEDd3LXo4hKOjIw4dOgRfX1+cO3cOwcHBosbLyMjAL7/8gsmTJ4sap4JKpcK9e/ewbNky+Pn5YfLkyfj9999Fi3fp0iW4urriww8/RN++fREcHAwHBwdJTqIAsG7dOoSEhMDZ2Vm0GE5OThgzZgzeeust9OzZE3v27EF4eLho8ah6zF3DYu6SVMw5d6XOW0De3JUibwFxc9eii2AAGD58OM6dO4egoCDMnTtXtDilpaWIiIhAZGSkZCcWlUoFX19fhIaGIjU1Fb6+vpg5cyY0Go0o8e7fv4/ExET069cPaWlpCAwMRGhoqGjxHnf9+nWcPn0aEydOFDWORqNBy5YtERMTg4yMDIwZMwYLFiwQNSZVj7lrOMxdkpK55q7UeQvIl7tS5S0gcu4aZFCFGXjw4IHg7u4uqFQqUV5/zZo1wrp16wRBEITs7GzJxhU+TqvVCl5eXkJmZqYor79t2zZh5MiRVeL9/vvvosR73JYtW4RFixaJHic+Pl4IDQ3VbavVasHDw0O0vynVjbnbeMxdkoO5567YeSsI8uWuVHkrCOLmrsX2BB84cABLly7VbavValhbW6Np06aixPv+++8RExMDHx8fjBo1CqWlpfDx8cHNmzdFiQcAZ8+exddff63b1mq10Gg0sLOzEyWeq6srHjx4oNsWBEE3hkdsqampGDZsmOhxcnNzUVZWptu2traGlZUVFAqLHV4vOeau4TF3SQrmnrtS5y0gX+5KlbeAuLlrsUVwz549ER8fj7Nnz6KkpASrV6/G8OHDRTtYjx49ip9//hnp6ek4ePAg7OzskJ6ejnbt2okSDwDs7e2xatUq/PLLLygrK8P69evRrVs3tG/fXpR4/fv3R3FxMWJiYqDRaBAdHQ0XFxe4ubmJEq+CVqvFxYsX0atXL1HjAICfnx9OnjyJH374AWq1Gp9//jk6deoEFxcX0WNTOeau4TF3SQrmnrtS5y0gT+5KmbeAyLnb6L5kE3bkyBFh6NChgq+vrxAWFiYUFBRIElfKyzLffvutEBgYKHh4eAhvv/22cPPmTVHjXbx4URg/frzg6ekpKJVK4ddffxU1niAIwp07dwR3d3dBq9WKHksQBOHQoUNCUFCQ4O3tLYSEhAjZ2dmSxKU/MXcNj7lLUjD33JU6bwVB+tyVOm8FQbzctRIECa53EREREREZEYsdDkFERERElotFMBERERFZHBbBRERERGRxWAQTERERkcVhEUxEREREFodFMDWaRqPBrVu35G4GETUQc5fINDF3DYNFMNWbu7s7Ll68CADw9PTE5cuXAQDz58/Hd999J2fTiKgWzF0i08TcFRfXi6QnkpGRoftZpVLJ2BIiagjmLpFpYu4aHotgM3Xy5EmsXLkS2dnZGDhwILRaLfr06YPExEQMGTIEU6ZMAQDs27cPu3btwoEDByAIArZs2YL4+Hjk5uaiWbNmePvtt3XPfZy7uzv279+Pffv2IT09HRkZGbh+/TquXbuGXr164f333wcAPHr0CP369cPXX38Nd3d3Cf8CRKaJuUtkmpi7pofDIczQ3bt3MWvWLEyZMgX//ve/0a9fPyQmJta53+HDh3HgwAHs3LkTZ86cQUREBFatWoU//vijxn0WL14MHx8fLFiwAEuXLsWoUaNw5MgR3e+TkpLQsWNHJiJRPTB3iUwTc9c0sQg2Q8nJyWjfvj3Gjh0LW1tbTJgwoV7JEBAQgN27d6NNmza4c+cObG1todFoGnTZJSgoCH/88QcuXLgAoDzBR40a9cTvhciSMHeJTBNz1zRxOIQZUqlUaNOmjd5jnTp1qnM/tVqNqKgo/Pjjj2jdujV69eoFABAEod6xHR0dMWTIEMTHx6Njx444ceIEIiIiGvYGiCwUc5fINDF3TROLYDPk4uKC/fv36z1WcWnF2toaZWVlusfz8/N1P69duxYlJSVISUmBvb09CgoKsHfv3gbHHzVqFD7++GO4u7vDy8urygcDEVWPuUtkmpi7ponDIczQoEGDcP/+fcTGxkKtVuPo0aO6u0pdXV1x7NgxFBYW4ubNm9i3b59uv/v376NJkyawsbFBQUEBVq5cCQB6yVsdOzs7PHjwQLc9YMAAlJSUYMeOHXj11VdFeIdE5om5S2SamLumiUWwGWratCm+/PJLxMfHo1+/fjh48CC6d+8OAJg5cyaeeuopDB48GO+9957euKG5c+fi1q1b8PX1xciRI9GqVSu4u7vjypUrtcYbOXIktm/fjrCwMACAjY0NXn75ZWRlZWHYsGHivVEiM8PcJTJNzF3TZCU0ZOAJmaxJkybpTdEitp07d+LChQtYs2aNJPGIzBVzl8g0MXeNH3uCyaBUKhXOnz+PmJgYKJVKuZtDRPXE3CUyTczdJ8cimAwqPT0dwcHBCAgIQN++feVuDhHVE3OXyDQxd58ch0MQERERkcVhTzARERERWRwWwURERERkcVgEExEREZHFYRFMRERERBaHRTARERERWRwWwURERERkcVgEExEREZHFYRFMRERERBaHRTARERERWRwWwURERERkcVgEExEREZHFYRFMRERERBaHRTARERERWRwWwUSkEx0djaVLl+q258yZg169esHT0xOenp6YM2dOtfulp6fj5ZdfhoeHB2bOnIkHDx5I1WQiIqInopC7AZUlJSVhzZo1uH37Np577jlERkaiS5cude736NEjXLhwAc7OzrCxsZGgpUQNp9FokJeXhx49esDe3l7u5uiUlZVh69at2Lp1K5RKpe7xy5cvY9++fejatWuN+z58+BBz5sxBVFQU+vbti/DwcGzZsgUffPBBvWIzd8kUGGvuGsLJkyexfPly3L59G927d8fy5cvh6upa6z7MWzIVteWulSAIgkztqiI3NxejRo3C1q1b4eHhgR07dmD//v04fPhwnfump6dj4sSJErSSqPF2794NHx8fuZuhExkZiZycHLRr1w5arRaRkZF4+PAh/Pz88PPPP0OhqPn7cnJyMj777DPExcUBADIzMxEcHIwff/yxXrGZu2RKjC13G0uj0aB///7YvHkzvL29sX79ely4cAHbt2+vdT/mLZma6nLXqHqCb926hbFjx8Lb2xsA8Oabb2L16tUoLi6Go6Njrfs6OzsDKH+Tbdu2Fb2tjfGPf/wDaWlp8Pf3x5tvvil6vIKCAnz55Zd455130KJFC9HjUc1yc3MxceJE3fFqLGbMmAFnZ2ds2rQJeXl5AICrV6/C3t4eU6ZMwW+//QYvLy8sW7asStuzsrL0eo06duyIu3fvIj8/Hy1btqwztinlrtSk/qygmhlr7jZWQUEB8vPzodVqIQgCrK2t0aRJkzr3Y96Sqagtd42qCK4Yd1ghNTUV7du3r7MABqC7HNO2bVu4uLiI1sbGUqlUOHPmDGxtbfHzzz/jnXfeQatWrUSNGR8fj+vXr+PEiROYPn26qLGA8p7ApUuXYsWKFXVeUrNUxnb5sLoPh+LiYnh4eGDRokVo27YtoqKi8MEHH1TpISoqKoKDg4NuW6FQwNbWFo8eParymoWFhSgsLNR7rKLoNvbclZocnxVUN2PL3cZycnLCmDFj8NZbb8HGxgYtW7bEN998U+d+pnLOJapQXe4aVRH8uEuXLmHZsmVYvnx5ld9VdyLNzc2VqmmNEhcXB61WCwDQarWIi4sTtTBVqVRITk6GIAhISkqCUqkU/US6YcMGFBcXY926ddiwYYOosUg8fn5+8PPz023Pnz8f/fr1w6NHj/TGVTk4OKCkpES3rVarUVZWplcYV9i1axc2b94sbsPNhNSfFWSZNBoNWrZsiZiYGPTu3RubNm3CggUL9AphUz7nkmlITk5GdHS0bru0tBRqtbrO/RQKBezs7HTbU6dORUBAQL3jGmURnJ6ejlmzZmHevHkICgqq8ntTPpGmpqbq/mHVajVSUlJEPbFJfSLNzMxEdnY2ACA7OxvXrl1jb7CJSklJQVFREV566SUA5R9KNjY2VcYHu7m5ISEhQbedlZWFVq1aVTv0ZvLkyXjttdf0Hqu4VEX6pP6sIMv03XffIScnB76+vgCAefPmwcfHB7///jvc3NwAmPY5l6g2RlcEp6amYv78+YiMjNSdfCsz5ROpv78/EhMToVaroVAoMGjQIFHjSX0irdzzy95g06XVarFy5Uo8//zzaN26NdasWYMRI0ZUKYL9/PwQHh6OxMREDBgwAJ999hlGjBhR7Ws2b94czZs3l6L5Jk/qzwqyTLm5uSgrK9NtW1tbw8rKSi/PTfmcS6YhICCgQT24hmJU8wRnZ2fj/fffx6pVq2osgIHyE6mLi4vef6YyMF+pVMLauvzPbm1trTcdlRj8/f11H2ZSnEgreoFr2ibTERAQgMmTJ2PSpEno378/SkpKdHMIp6en68bvOzg4YMuWLVi/fr3ueWFhYXI23SxI/VlBlsnPzw8nT57EDz/8ALVajc8//xydOnXSG+dryudcotoYVU/w3r17UVxcXOUEeuzYMTz99NMytcqwnJycEBAQgISEBAQGBoo+PlepVCI5ORmANCfSDh066BW+HTp0EDUeGdbs2bP1tqdNm4Zp06ZVeZ6Pjw8yMjJ0215eXjh06JDo7bMkUn9WkGXq3r07PvnkEyxfvhx3795Fr169sGnTJlhZWcndNCLRGVURPG/ePMybN0/uZohOqVQiOztbkp4dqU+kc+fOxYIFC3TblvDvSSQWKT8ryHK98soreOWVV+RuBpHkjKoIthROTk5YsWKFZPGkPJF27txZ1xvcoUMH3hRH1AhSf1YQEVkSoxoTTOKoOJFKdTl17ty5cHR0ZC8wERERGS0WwWRwnTt3RmxsLHuBiUxMWloaxowZgxMnTsjdFCIi0bEIJiIiAMCmTZsAVJ3qkIjIHLEIJiIipKWl6c0pzt5gIjJ3vDGOiIh0vcAVNmzYgAEDBhg0RnJyMpKSknTb+fn5AICWLVvqPS8wMNBgE+fXJ6Yh4xGR6WARTEREul7gmrbFcO/ePQBVi2Bzi0lExolFMBERQaFQ6BW+lZfHNoTKS6MuWbIEALB8+XKDx5IzJhGZBo4JJiKiKqsFzp07V6aWEBFJg0WwBVCpVPjoo490lwHNLR4RNd7zzz+vt929e3eZWkJEJA0Oh7AAsbGx+O9//4vY2NgqvT1iiIuLw8WLFxEXF4fp06eLHo+IGi8uLg7W1tbQarWwtrZm/hJZsOTkZERHR+u2S0tL67xPQKFQwM7OTu+xqVOnGvVNp6L1BP/222+Ii4uDIAh4//33MXToUJw6dUqscFQDlUqF1NRUAEBKSorovbMqlQrJyckQBAFJSUnsDSYyYsnJyViyZAmWLFmC77//HlqtFgCg1WqRkJCAJUuWIDk5WeZWEhGJQ7Se4IiICIwbNw7Hjx/H7du38cknn2Dt2rX45ptvxApJ1YiNjdU7sYndGxwXF6cXj71JRKahRYsWel9aW7RoIWNriEhOlW8oNVeiFcElJSUYNWoUli9fjhEjRqBv374oKysTKxzVIC0tTW87NTVV1CI4NTVVb8L9lJQUFsFERurxE51KpcK0adMgCALs7OywZs0atGrVSuYWEhGJR7ThEKWlpbhz5w6OHz+O/v37486dOygpKRErHBkJf39/3dRKCoUCgwYNkrlFRKYrLS0NY8aMkWT1NicnJ93cuYGBgSyAicjsiVYEjx8/HgEBAfD29kbXrl3x+uuvY/LkyWKFoxq0adOm1m1DUyqVsLYuP6ysra2hVCpFjUdkzjZu3AgAWL9+vSTxnJ2d4ejoyLwlIosg2nCICRMm4I033tAVRN9++y17FmSgUqlq3TY0JycnBAQEICEhgb1JZNLkXm43LS0NGo0GAKDRaHDixAmDL2Ncma2tLdzc3Ji3RGQRROsJLioqwooVKzB58mTk5+dj3bp1KCoqEisc1aDycITBgweLHlOpVKJbt27sTSKzcu/ePUlnO6noBa4gVW8wEZGlEK0neMWKFWjdujXu3r2LJk2a4MGDB1i6dCk+/fRTsUJSNZRKJZKSklBWVgZbW1tJClMnJyesWLFC9Dj0J09PT1hZWVV5XBAEWFlZ4cyZMzK0yrTJvdxuRS9wTdtUVXR0NK5du1brc37//XcAf/57VsfV1RVTp041ZNOIyAiJVgRfvHgRUVFRSElJgYODA9asWYNXXnlFrHBUAycnJwQGBiIhIQFDhgzhZU4zdfjwYbmbQCS7a9eu4beLv6C9Q803YT+ltgEAPLp2p9rf33jYRJS2iS0pKQkBAQHVfhkmouqJVgRXjAWuoNFoqjxG0lAqlcjOzubwBDPWvn173c//+te/kJaWhrKyMrzwwgsYPXp0vV8nOjoaWVlZiIyMBFA+7/Pnn3+OgoICeHt7IzIystqbK//2t78hNjZWNzNIly5dsHfv3ka+K6KGa+9Qgtl/ufHE+2+62r7uJxmhmJgYrFixAq+//jqUSiWcnZ3lbhKR0ROtKu3Tpw9Wr16NR48eIS0tDbNnz4avr69Y4agWFcMTpOoFzszMRHBwcJ2XJQ1JpVLho48+svgV6qKjo/H3v/8d7u7ueP7557Fjxw589tlnde5XVlaGjRs3Ys2aNbrHzp8/j/Xr12Pbtm04efIkOnTogKVLl1a7/+XLl7F582ZkZGQgIyODBbABeHt76237+PjI1BIyBTt27MDOnTtRXFyMcePGYe7cuTh58qTczSIyaqIVwQsWLICjoyOaNWuGdevWwd3dHYsWLRIrHNVC6gJxw4YNKC4uxrp16ySJB5T3WF68eBFxcXGSxTRG+/fvx+7duzFlyhSEhIQgNjYWhw4dqnO/qKgoXLhwAePHj9c9dvv2bYSEhKBLly6wtbXFuHHjcO7cuWr3v3z5Mp599lmDvQ8CmjVrVus2UWUdO3bEvHnzsGjRIly4cAHz58/HyJEj8csvv9S6X3Z2NkJCQtCnTx+MHj0aFy5ckKjFRPISrQhOSUnBrFmzEBcXh3379mHevHn417/+JVY4qkVsbCz++9//IjY2VvRYmZmZyM7OBlD+wSpFb7BKpUJycjIEQUBSUpLF9wY/9dRTup+bNWumG6JQmxkzZmDbtm14+umndY8NHToU77zzjm47NTUVf/nLX6rsq1KpcO/ePSxbtgx+fn6YPHmy7uajygoLC5GTk6P3X25ubkPensU4ffq03vapU6dkagmZgqysLKxevRqDBg3Cnj17EB4ejhMnTiAyMhLvv/9+jftpNBq88847GDRoEE6fPo2JEyciLCxMwpYTycfgY4KTkpKgVquxatUqCIIAQRAAlC+hu2nTpgaNT6TGU6lUSE1NBVD+xSQ4OFjUYREbNmzQ2163bl2VxwwtLi4OWq0WAKDVahEXF2exSzW3b98eu3btwoQJEwAAu3fvRrt27ercr67xgz/++CM+++wz7Nixo8rvVCoVfH19ERoaCnd3d3zxxReYOXMmDh8+DBsbG73n7tq1C5s3b27AO7Jc/v7+OHbsGDQaDWxsbLj6ItVKqVTitddeQ2xsLFxdXXWPe3p61joU8cyZM7Czs8OUKVMAAGPHjkW3bt10M8sQmTODF8EXL17EqVOncPfuXXz11Vd/BlIodElG0omNjdUrEGNjYzF79mzR4lX0Ate0LYbU1FSo1WoA5V+2UlJSLLYI/vjjj7FgwQKsWrUKANC7d2+sXr26Ua+ZkJCA8PBwrFmzBr17967y+65du2Lnzp267ZkzZ2L79u24fv063Nzc9J47efJkvPbaa3qP5ebmYuLEiY1qozlSKpVISEgAUJ67vLGVarNkyRKMHDlS77H9+/dj9OjR+Otf/1rjfpcuXYKrqys+/PBDJCUloUuXLli+fLleAVxYWIjCwkK9/XgFRzrJycmIjo7WbZeWlurOebVRKBSws7PTbU+dOlW0xX1MlcGL4FmzZmHWrFnYvXs3T2xGIC0tTW87NTVV1CK4adOmeouiNG3aVLRYFfz9/ZGYmAi1Wg2FQmHRPWZt2rRBTEwMHj58CK1W2+i//969e7F69Wps2bIFffv2rfY5Z8+exaVLl/DGG28AKC/YNBqN3odvhebNm6N58+aNapMlqbiSVvF/osoqrr5u2LAB9vb2Db76ev/+fSQmJuKvf/0rPv74Y3z11VcIDQ3Vu5LDKzhkrkSbIk2pVOL777/XFUQajQbXr1/HvHnzxApJ1ah88hT7ZFr522l9vq02llKpRHJyMoDyqfksuccsMzMT27dvx927d/X+rT///PMGv1ZGRgY++eQTfPXVV+jZs2eNz7O3t8eqVavQvXt3dOvWDRs3bkS3bt30pm2jhqs8hl/sqzjmID8/H3cfNmnUNGc3HjbB0/9bItsUNPbqq62tLbp27YpRo0YBKO8t3Lp1K7Kzs3XDKngFR16VF+4hwxGtCJ43bx6ys7ORl5eH7t2749y5c5wiTQZ2dnZ49OiR3raYBg8ejO+++063LUXiOjk5ISAgAAkJCQgMDLToBUEWLFgAb29vDBs2rNHj+Xbv3o1Hjx7hrbfe0j1mZ2eH06dPIz09HdOmTUNGRgaee+45LF26FPPmzYNKpYKXlxfWrl2P+yC7AAAdIklEQVTb2Ldi8aS+iiOGulZwq8/qbQBXcKtNY6++urq64sGDB7ptQRCg1Wr1vkTzCg6ZK1FXjEtISMCyZcsQEhICrVaLZcuWiRWOavB4AVzdtqEplUrd0ASplmmuiMsFQcrn+128ePET7/94kbVmzRq9eYMf5+Pjg4yMDN326NGjedOrgZnDssl1reBW1+ptQMNWcGvZsiXs8682erEM+5Ytn3h/qR04cACvvvoqSkpKqr1xNSQkpNb9+/fvj+LiYsTExGDChAnYvn07XFxcqoznJzJHohXBrVu3hkKhgKurK65cuYIRI0bg/v37YoWjGlhZWel9oxf7bl8nJyf06dMHJ0+eRJ8+fSTrla1YEMTStWvXDtnZ2ejQoYPcTSECYLkruEklKysLAHD16tUn2r9p06bYuXMnli1bhnXr1qFr165Yv369IZtIZLREK4IdHR1x6NAhPPfcc9izZw86d+6M4uJiscJRDZ5++mncufNnL8szzzwjeszMzEwAwG+//SZ6LCr33nvvAQDy8vLw+uuvo2fPnnrzAz/JmGAiMn5z5swBUL7gzZN67rnn8PXXXxuqSUQmQ7QieOnSpdizZw8WLlyIvXv3Ijg4mDfF/Y9KpcLatWsRFhYmek/p4wUwUF4kiSkzMxO3b98GUL7i2LVr1/TmrBQz7tKlS7FixQpJ4hmb4cOHy90EMjAbGxu9IRCV51wmAlBlWrTK6rNiJJGlEq0IdnV1xf/7f/8PAHhppZLHl/g1t/lsP/30U73tNWvWSDK1zuNLNYu9OAcg7ReZ+nj8zu0bN27gp59+glqthq+vLzp16iRjy+hJmcOYYBJfXTcVElHNRCuCf/75Z2zevLnKVE2W/q1UpVIhKSkJgiAgMTERSqXSKIooQ7l165be9s2bN0WPWd1SzWL3BhvrF5m0tDQsXLgQ3t7e0Gg0WLVqFaKiojB06FC5m0ZEInh81qX8/Hw8fPgQgiDopiUlopqJVgQvWbIE48aNQ7du3bj04mPi4uL0VjcztiLKFEm9VLNKpUJycjIEQUBSUpJRfZHZsGEDYmNj0bVrVwDlN8ssXLiQRTDJwhLn7ZXLhg0bsG3bNgDlQ2fKysrQtWtXi+94IqqNtVgvXLEWed++feHr66v7z9KlpKTorQJ1/PhxeRtkYJVvvHN2dhY9ptRLNcfFxektRR0XFydqvIaoOPFV+Mtf/sLL6EQW4MCBA0hOTsbw4cORkJCAqKgovc8CIqpKtJ7gzp074/z587WuNGWJnJ2d9Yo0KYpEKUlxI15ycjKSkpJ023Z2digtLdXbXrJkCQIDA0VZrCM1NVWvNz8lJcVoevPt7e318u78+fNwcHCQuVVkqeSYt/dGHT3P98vKbzBsZlv9l8MbD5ugS8OaaBScnJzQunVrdO7cGZcuXcLo0aPxxRdfyN0sIqNm8CK44k7VoqIivPnmm+jQoYPeVE31vTQTHR2NrKwsREZGGrqJsqpcFIo9W4MlcHFx0U3LVrEtJn9/f92CIAqFAoMGDRI1XkMsXLgQ7733Hjp16gQrKytkZmZKcqMgNV7lL3fVacyXu7pWbwNMfwW3+twLcOt/79HZtfrFILrU83WMjUKhwPXr19G5c2ekp6fjhRdeQElJ9YuUEFE5gxfBjb1TtaysDFu3bsXWrVvNcvWvQYMGISEhAYIgwMrKCoMHD5a7SSanunXU33jjDZSWlqJDhw41rnJmKEqlEsnJyQAAa2trozpOfXx8EB8fj3PnzkGr1aJ3795wcnKSu1n0BJo3b47CwkLddosWLRr1enWt3gYYfgU3qdWnMK84Ry1fvlzs5kjq3XffxZIlS7B161asX78e+/fvN6ov6ETGyOBF8OPjfq9evYoTJ07A2toa/v7+9fp2HRUVhZycHIwfP1437tKcKJVKJCUloaysDAqFwqgKKFPm4uKCa9euSTIXtZOTEwICApCQkIDAwECjuSkOAE6dOoWVK1fi4MGDuHr1KkaOHInNmzfD09NT7qZRHar7cjdmzBjdz9UtidtQjV29DeAKbsbq8ePnwIEDyMrKwnPPPSdzq4iMm2hjgv/5z39i48aNGDhwILRaLT7//HN89NFHeOmll2rdb8aMGXB2dsamTZtqHCpQWFio10MCALm5uQZru5icnJwQGBiIhIQEDBkyxKgKqCdV12Xcip4XscboAoCDgwO6desm2WVMpVKJ7Oxso/sSUzElGlB+U9y2bdvw8ccfY8+ePTK3rPEqH2f5/5sxoOVj40Ubc4zVNVxAjqECFb3Bw4YNM8jrkfmq7kvSyZMnERISIkNrzFtycjKio6N126Wlpbr7RGqjUChgZ2en2546dapo50SqH9GK4J07d2L//v1o06YNgPL5YqdPn15nEVyfG8V27dolyQIMYpGygLKystKbp1ns6epatGiBgoICvW1z5OTkhBUrVsjdjCrKysrw/PPP67aff/55vZsGzcm9e/cA6BfBjVHXcAE5hgp06NABQHnnAFFtrly5ovu5tLQU//73v9GvXz8ZW0Rk/EQrgp966ildAQwA7dq10/sG1BiTJ0/WWyELKO8JnjhxokFeX2xSFlCPF8DVbRvC45fhVCoV3nnnHQDlBffatWvNorfbVDg4OCA1NRX+/v4AynuCHB0dZW6VYVQeLiDG2M7GDhfgUAGSS8UVoAq3b9/G4sWLZWqNeatu6BKZJtGK4AEDBiAiIgITJ06EjY0NDhw4AFdXV/znP/8BAL3eqoZq3rw5mjdvbqimkgE5OTnpeoMHDx7MAlhiixcvxqxZs3QzslhbW2PTpk0yt4osWW1TltU1XVnF/qY4ZZnc2rRpgxs3Gjf+m8jciVYEHz58GED5Mq6Pmz17NqysrJCYmChW6AZRqVRYu3YtwsLCJCvY5IgppTZt2qCsrAzBwcFyN8VgxB6Paii9e/fG8ePHceXKFdjY2MDNzc1gV2CIGqquMfp1TVcGmO6UZVJ7fEywIAg4f/48nn76aRlbRGT8RCuC65rv0ljExcXh4sWLki5fLEdMKdna2sLNzc0sC/wKhh6P2lg1zRzw448/AoDJ3RxjqDltjXU+W0tR19/eXKcrk8PjY4KtrKzQvn17LFq0SMYWERk/gxfBdY11/eijj+r1OrNnzzZEc2qlUqmQnJwMQRCQlJQEpVIpeuEmR0xqPCnGozbG4yfAysQYBy42Q8xpa8zz2cohPz8fd+tYTa0+bjxsgqf/dyWEjEdOTo7ejdA5OTlYuHCh7vdfffWVXE0jMloGL4KNpWesPuLi4nRzEWu1Wkl6ZuWISeav4qaYM2fOYNu2bXj48CG0Wi20Wq3JjgvkTWpE9dejRw/89ttvGDduHGxtbXHgwAGo1Wq8/PLLcjeNyGgZvAgODQ019EuKJjU1VTe3n1qtRkpKiugFqRQx6zNvrzGMX60vXhqvvyVLluDVV1/Fd999hzfeeAOJiYkICgqSu1lkBFq2bAn7/KsGWSzD3oQ6OyzFmTNn8I9//AM2NuVXSAYOHIhx48Zh+PDhMreMyHiJNiZ45MiR1T5+6NAhsUI2mL+/PxITE6FWq6FQKCRZYlLqmE2bNkVRUZHetqmR49K4MS6cUB9WVlaYPn067t27h86dO2PkyJEYO3ZsvfePjo5GVlYWIiMjAQAJCQn461//inv37uHFF19EZGQkbG1tq+yXnp6OiIgI3LhxA/3798eqVavw1FNPGex9EVHtVCoVSkpKdFMiFhUV4dGjRzK3isi4iVYEP14clJWVIT4+Xjfxu7FQKpVITk4GUD6VlBSLV0gRs6Z5ewFg48aNJjkGWepL48a4cEJ9VHzJ6dixI65evQpvb29YW1vXuV9ZWRm2bt2KrVu36o7J3NxcfPTRR9i+fTs6deqEmTNnYs+ePVXm43748CHmzJmDqKgo9O3bF+Hh4diyZQs++OADw79BM8IrHGRIr7zyCsaPH49hw4ZBEAQcOXIEb731ltzNIjJqohXBvr6+etv9+/fHG2+8YVQrHzk5OSEgIAAJCQkIDAyUpDiUOqaTk5OuN7h3794mWQDLxRTHpPbq1Qvvv/8+5s6di3fffRfXrl3TzRlcm6ioKOTk5GD8+PG6MevHjh1D//790aNHDwDA9OnTsXHjxipF8KlTp9C+fXvdVY3Q0FAEBwezCK4Db/4jQ5o7dy66deuG06dPo0mTJoiMjKxyHiYifaIVwZXdu3cPf/zxh1Th6k3KJYzlitm+fXvk5ORgzpw5Bnk9Ux0qYAnCw8Nx7tw5uLm5ITw8HD/++CM+/fTTOvebMWMGnJ2dsWnTJuTl5QEoL9Ien5+1U6dO+O2336rsm5WVpfe8jh074u7du8jPz69yo2xhYSEKCwv1HsvNzW3AOxSPIWZPaOjMCab4RYuMV1BQEO8BIGoAycYE37x5E+PHjxcr3BMTewnj6m5Sq1hoYe3atbrHxLxRzdDz9ko9VECO4kSOmIZgZWUFDw8PAMDgwYMxePDgeu3n7Oxc5bHi4mK9x5s0aVLtGMOioiI4ODjothUKBWxtbat97q5du7B58+Y622Oqf38iU3Xq1Cm8++67OHfunNxNIZKMaEXw4sWLkZ2djU6dOuGnn36ClZUVxyf9j7EttPAk2INl/hwcHFBS8ucXnZKSEr1it6bnqdVqlJWVVfvcyZMn47XXXtN7LDc3t8oQCzkYYvYEzpxApujhw4eIiIjQDYUishSiFcHx8fGwsrKCp6cnvv76awwcOBDh4eHYtGmTWCGNUuVFFgDjW2jB2MlRnLRs2RJ3b12v8ff3y8p7u5vZaup8HVPl5uaGjIwM3Xbl4RGPPy8hIUG3nZWVhVatWqFFixZVntu8eXM0b968ztgsSMVxo47e9foc1zceNkEXg7dMPJWvxlU3XMuUpowUw9q1azFw4EB88803cjeFSFKiFcH/+c9/sHfvXmzbtg2vvfYawsLCMGbMGLHCWSzeYS6O6oq9x93639/U2dWtxud0qcfrGLMhQ4Zg06ZNOHv2LLp06YIvvvgCI0aMqPI8Pz8/hIeHIzExEQMGDMBnn31W7fMaqrEFm7EXa1IP+ajPsWgJxzVvDtaXkZGBX375BWvWrKmxCDbmsfzJycmIjo7We6y0tFQ3H39NFAoF7OzsdNtTp0616C9Clkq0IlgQBFhbW+PEiRN47733AIBzFopAjjvM5RivKXVBVNcXAkvozf+///s/fPLJJ1i4cCHu3buHESNGYMqUKQDK5wWeNm0aMjIy4ODggC1btiAiIgILFy5E//79ERYW1qjYhijYnqRYq+04M/Ve0vp8yTXH47q6q3FUrrS0FBEREVi9ejWsrKxqfF59x/ITmRrRiuCOHTti2rRpyMnJga+vL8LCwvDcc8+JFa5GlXtK8/PzdWNya9KqVasql7GNuafU3MfnylUQPc5SLqnOnj1bb3vo0KEYOnRolef5+PjoDZXw8vIy6EI4chRsUvf+c8gHyW3Tpk0IDAyEu7s7cnJyanyeMY/l55ccagzRiuCoqCh8//338Pb2hq2tLXx8fDB69GixwtWock9pWZkNtOra33ZZ3j08yv+zt6chPaWWMDxB6pO3MfZg8ZKq+WHvP1ma77//Hnl5eYiNjYVWq0VpaSl8fHxw8OBBtGvXTve8+o7lJzI1ohXBjo6OePXVV3Xbb775plih6iRlT6nUwxPkmkrKnC8bV4e9DSQGcx/3TMbt6NGjup9zcnIwYsQIpKeny9giImlJtliGpcivRzFZ14wC9X0dufCmMaLGM4ZhPkRElszsi2Bzn3S/rqm8gPr1zDZkKi9eNiZqPGMc5iO2+oytB8xjfL2pcXFxwfnz5+VuBpGkzL4IBoASrXWNQww0QvkdsTZWQq3715fU42XZm0REpopj64lITmZfBHt4eNTay1nRE+HmVvOle6BhRaKU4/wssTeJiEwTx9YTkTEx+yJY6kv37JklEofU09RZyrR4RESWyuyLYKmxZ5ZIGlJfSueleyIi88IimIhMgtSX0nnpnojIvNX/ji8iIiIiIjNhcT3BHOdneFJPe1Q5Xk0x+e9o3lQqFdauXYuwsDAOVSAiogazuCK4MnM8ecpd6MvxNzXHf0eqXVxcHC5evIi4uDhMnz5d7uYQEZGJsbgi2BLH+YldIHKsJklNpVIhOTkZgiAgKSkJSqXS5L8I8QoHEZG0LK4IlpocJzYWiWTu4uLioNVqAQBardZse4PFLuzlvmpE5ic5ORnR0dG67dLSUqjV6jr3UygUsLOz021PnTqVxx2JjkWwDEy9x4pIbqmpqboTq1qtRkpKiskXwcbw5ZWfTURkSVgEi8wYTmxE5sbf3x+JiYlQq9VQKBQYNGiQ3E0ySfx8IkPjMUWmhFOkEZHJUSqVsLYu//iytraGUqmUuUVERGRqzKYnWKPRAAByc3NlbglRzSqOz4rjlZ48d728vJCWloZ+/fqhqKgIRUVFYjSPCABztzKec8lU1Ja7ZlME5+XlAQAmTpwoc0uI6paXl4dOnTrJ3Qyj0NjcvXLlCr788ktDNomoRszdcjznkqmpLnetBEEQZGqPQT169AgXLlyAs7MzbGxs6r1fbm4uJk6ciN27d6Nt27YitlC+mOYeT46YTxpPo9EgLy8PPXr0gL29vYgtNB2mkrs8rk0/XmNiMnf1PWneAuZ/nJnScW0J8WrLXbPpCba3t4ePj88T79+2bVu4uLgYsEXGF9Pc48kR80nisRdJn6nlLo9r04/3pDGZu39qbN4C5n+cmcpxbQnxaspd3hhHRERERBaHRTARERERWRwWwURERERkcWyWLVu2TO5GyK1Jkybo27cvmjRpYrYxzT2eHDHleI+kzxL+zc39PVrC35SqMvfjzBKOa3OIZzazQxARERER1ReHQxARERGRxWERTEREREQWx6KL4F27dsHf3x9eXl6YMWMG7t69K0ncU6dOoXfv3pLE+tvf/oaePXvC09MTnp6eeP3110WNl52djZCQEPTp0wejR4/GhQsXRI138OBB3Xvz9PSEh4cH3N3dcebMGdFinjx5Ei+99BK8vb0xadIkXLt2TbRYVD3mruExd0kK5p67UuctIG3uypG3gIi5K1io9PR0wd/fX8jOzhZKS0uFRYsWCeHh4aLHLS4uFoKCgoQePXqIHksQBCEkJEQ4fvy4JLHUarUQFBQk7NixQ9BoNMKePXuEoKAgSWJXWLdunTBjxgzRXl+tVgu+vr7CTz/9JGg0GuHTTz8VQkJCRItHVTF3DY+5S1KwhNyVMm8FQf7cFTtvBUHc3DWbFeMaytvbG0eOHIGjoyMKCwtRVFSEjh07ih537dq1GDhwIL755hvRYwHA5cuX8eyzz0oS68yZM7Czs8OUKVMAAGPHjkW3bt0gCAKsrKxEj//rr7/in//8Jw4fPixajIKCAuTn50Or1UIQBFhbW/MOc4kxdw2PuUtSsITclTJvAXlzV4q8BcTNXYseDuHo6IhDhw7B19cX586dQ3BwsKjxMjIy8Msvv2Dy5MmixqmgUqlw7949LFu2DH5+fpg8eTJ+//130eJdunQJrq6u+PDDD9G3b18EBwfDwcFBkpMoAKxbtw4hISFwdnYWLYaTkxPGjBmDt956Cz179sSePXsQHh4uWjyqHnPXsJi7JBVzzl2p8xaQN3elyFtA3Ny16CIYAIYPH45z584hKCgIc+fOFS1OaWkpIiIiEBkZKdmJRaVSwdfXF6GhoUhNTYWvry9mzpwJjUYjSrz79+8jMTER/fr1Q1paGgIDAxEaGipavMddv34dp0+fxsSJE0WNo9Fo0LJlS8TExCAjIwNjxozBggULRI1J1WPuGg5zl6Rkrrkrdd4C8uWuVHkLiJy7BhlUYQYePHgguLu7CyqVSpTXX7NmjbBu3TpBEAQhOztbsnGFj9NqtYKXl5eQmZkpyutv27ZNGDlyZJV4v//+uyjxHrdlyxZh0aJFoseJj48XQkNDddtqtVrw8PAQ7W9KdWPuNh5zl+Rg7rkrdt4Kgny5K1XeCoK4uWuxPcEHDhzA0qVLddtqtRrW1tZo2rSpKPG+//57xMTEwMfHB6NGjUJpaSl8fHxw8+ZNUeIBwNmzZ/H111/rtrVaLTQaDezs7ESJ5+rqigcPHui2BUHQjeERW2pqKoYNGyZ6nNzcXJSVlem2ra2tYWVlBYXCYofXS465a3jMXZKCueeu1HkLyJe7UuUtIG7uWmwR3LNnT8THx+Ps2bMoKSnB6tWrMXz4cNEO1qNHj+Lnn39Geno6Dh48CDs7O6Snp6Ndu3aixAMAe3t7rFq1Cr/88gvKysqwfv16dOvWDe3btxclXv/+/VFcXIyYmBhoNBpER0fDxcUFbm5uosSroNVqcfHiRfTq1UvUOADg5+eHkydP4ocffoBarcbnn3+OTp06wcXFRfTYVI65a3jMXZKCueeu1HkLyJO7UuYtIHLuNrov2YQdOXJEGDp0qODr6yuEhYUJBQUFksSV8rLMt99+KwQGBgoeHh7C22+/Ldy8eVPUeBcvXhTGjx8veHp6CkqlUvj1119FjScIgnDnzh3B3d1d0Gq1oscSBEE4dOiQEBQUJHh7ewshISFCdna2JHHpT8xdw2PukhTMPXelzltBkD53pc5bQRAvd60EQYLrXURERERERsRih0MQERERkeViEUxEREREFodFMBERERFZHBbBRERERGRxWAQTERERkcVhEUyNptFocOvWLbmbQUQNxNwlMk3MXcNgEUz15u7ujosXLwIAPD09cfnyZQDA/Pnz8d1338nZNCKqBXOXyDQxd8XF9SLpiWRkZOh+VqlUMraEiBqCuUtkmpi7hsci2EydPHkSK1euRHZ2NgYOHAitVos+ffogMTERQ4YMwZQpUwAA+/btw65du3DgwAEIgoAtW7YgPj4eubm5aNasGd5++23dcx/n7u6O/fv3Y9++fUhPT0dGRgauX7+Oa9euoVevXnj//fcBAI8ePUK/fv3w9ddfw93dXcK/AJFpYu4SmSbmrunhcAgzdPfuXcyaNQtTpkzBv//9b/Tr1w+JiYl17nf48GEcOHAAO3fuxJkzZxAREYFVq1bhjz/+qHGfxYsXw8fHBwsWLMDSpUsxatQoHDlyRPf7pKQkdOzYkYlIVA/MXSLTxNw1TSyCzVBycjLat2+PsWPHwtbWFhMmTKhXMgQEBGD37t1o06YN7ty5A1tbW2g0mgZddgkKCsIff/yBCxcuAChP8FGjRj3xeyGyJMxdItPE3DVNHA5hhlQqFdq0aaP3WKdOnercT61WIyoqCj/++CNat26NXr16AQAEQah3bEdHRwwZMgTx8fHo2LEjTpw4gYiIiIa9ASILxdwlMk3MXdPEItgMubi4YP/+/XqPVVxasba2RllZme7x/Px83c9r165FSUkJUlJSYG9vj4KCAuzdu7fB8UeNGoWPP/4Y7u7u8PLyqvLBQETVY+4SmSbmrmnicAgzNGjQINy/fx+xsbFQq9U4evSo7q5SV1dXHDt2DIWFhbh58yb27dun2+/+/fto0qQJbGxsUFBQgJUrVwKAXvJWx87ODg8ePNBtDxgwACUlJdixYwdeffVVEd4hkXli7hKZJuauaWIRbIaaNm2KL7/8EvHx8ejXrx8OHjyI7t27AwBmzpyJp556CoMHD8Z7772nN25o7ty5uHXrFnx9fTFy5Ei0atUK7u7uuHLlSq3xRo4cie3btyMsLAwAYGNjg5dffhlZWVkYNmyYeG+UyMwwd4lME3PXNFkJDRl4QiZr0qRJelO0iG3nzp24cOEC1qxZI0k8InPF3CUyTcxd48eeYDIolUqF8+fPIyYmBkqlUu7mEFE9MXeJTBNz98mxCCaDSk9PR3BwMAICAtC3b1+5m0NE9cTcJTJNzN0nx+EQRERERGRx2BNMRERERBaHRTARERERWRwWwURERERkcVgEExEREZHFYRFMRERERBaHRTARERERWZz/D9VGtBIALHJyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "#双变量分析 质量箱型图\n",
    "sns.set_style('ticks')\n",
    "sns.set_context(\"notebook\", font_scale= 1.1)\n",
    "\n",
    "colnm = df.columns.tolist()\n",
    "plt.figure(figsize = (10, 8))\n",
    "\n",
    "for i in range(12):\n",
    "    plt.subplot(4,3,i+1)\n",
    "    sns.boxplot(x ='quality', y = colnm[i], data = df, color = color[1], width = 0.6)\n",
    "    plt.ylabel(colnm[i],fontsize = 12)\n",
    "plt.tight_layout()\n",
    "print(\"\\nFigure 7: Physicochemical Properties and Wine Quality by Boxplot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Figure 8: Pairwise Correlation Plot\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#热图\n",
    "sns.set_style(\"dark\")\n",
    "\n",
    "plt.figure(figsize = (10,8))\n",
    "colnm = df.columns.tolist()[:11] + ['quality']\n",
    "mcorr = df[colnm].corr()\n",
    "mask = np.zeros_like(mcorr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "g = sns.heatmap(mcorr, mask=mask, cmap=cmap, square=True, annot=True, fmt='0.2f')\n",
    "print(\"\\nFigure 8: Pairwise Correlation Plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 9: Density vs Alcohol\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#酒精密度散点图\n",
    "# style\n",
    "sns.set_style('ticks')\n",
    "sns.set_context(\"notebook\", font_scale= 1.4)\n",
    "\n",
    "# plot figure\n",
    "plt.figure(figsize = (6,4))\n",
    "sns.regplot(x='density', y = 'alcohol', data = df, scatter_kws = {'s':10}, color = color[1])\n",
    "plt.xlim(0.989, 1.005)\n",
    "plt.ylim(7,16)\n",
    "print('Figure 9: Density vs Alcohol')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 10: pH vs acid\n"
     ]
    },
    {
     "data": {
      "image/png": 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RZCZ3RUUFLl68iIiICAwcONAB1jGcnrREYPd4oDxfuNk+BIzazK4ndiA/Px9PPPEE5syZg1GjRgEAbt++jblz5+Lo0aOIimL/xgyGvbHZo3vvvfdi6dKl6Nu3L6ZPn47ERHbXbzPBUUA/wbOWmwK07Ah4BQI9J9QetiBWb7jwHVCaS55gjZqEM6NZMmrUKFy4cMHkvr/++gsTJkxoYIsYjYqMJEBZQTfaEimgLGfXEzuxf/9+DB48GHPmzMHUqVOxd+9eDB8+HH/++SeWLFmCzZs3O9pEBqPJYbNHd/Xq1SguLsb+/fvx3XffYcKECQgKCsKTTz6JUaNGsRIp5jBXOzctEfh2AlCSA0ADcBIgZR/Q5Qk67mS86QQ1sXqDZ2tAWQaU5QHu/raVPGM0WmbOnImsrCwAlIg2f/58k00i0tPTWZUFRs20jQRk7nQ94TWAzINdT+yEl5cXli5diujoaMycOROHDx9GWFgYNm3aBH9/f0ebx2A0SeoUo+vj44OxY8di9+7d2L9/P2JjY/HLL79gyJAhePHFF/Hjjz9CpVLZy9bGj+h9Tf6CHvVj3zKSyHOiTcjldJ6Uk/HA4TnA9WP0eDJe9762keR1USsAj1ZAl1gWttAMGTZsGCQSCSQSCTiO0z7X/5PJZOjRowdWrlzpaHMZzkxwFPD0FuDBF4DuL7KwBTvz22+/YdWqVZDJZOjZsycuXryITz75BAUFBY42jcFoktit6kJ+fj5u376N/Px8SKVSqNVqvP/++1i9ejVWr16Nrl272uujGi81dVRrG0mek8pieq3vSTmxQpegplKQZ1f06tqjpq85bzGj0RATE4OYmBjt84ULF7Ixx7CdupZPZJhk1qxZ+OGHH9C1a1fEx8cjJCQEe/fuxeLFi5GYmIgPPvgAw4YNc7SZDEaTok4e3evXr2PVqlUYMGAAxo8fj9OnT2PixIn49ddfsX37dhw7dgze3t6YNWuWvext3IjeV1Md1YKjgKhpgNwLcHGjx6hptL1lRxK+yirTCWpijK84MVlTfaEmbzGjUXL06FEmchkMJ+TAgQOYPHkyvvnmG4SEhAAAnnzySezfvx9hYWF4++23HWwhg9H0sNmj+8wzz+D8+fNwc3PDY489hqeffhoREREGx/j7+yMmJgZffvllXe2sf6pKAdfqMY12pTbvq7IccG9BHt+CdODU58Cd6+RtlXsCqkqg09Cava5picA3L9C5ZB7AmG01e2ZSD5v3FjMaDWPHjsX8+fMRGhqKsWPH1ngsx3HYtm1bA1nGYDBEdu3ahS5dulTbHhgYiM2bN2PHjh0OsIrBaNrYLHTFhJfhw4ebTHoRGTRoEKKjo239mIaB54GKAhK7nq0AaT320RCXBEWvqyh40xJJ3GqU9FhZAFQWkdiVe1IMLs8Dab/Rsea6p/2+Fqi4Q89VlfS6JqEbOoQaU1hTzozhdEgkEpPPGU6EuURURrNBFLlXrlzBqVOnUFxcjBYtWiAiIgKdOnXCc88952ALGYymh82K7oUXXsAjjzxiUuTm5ORg3759ePXVV9G5c+c6GVjv/HsS2PEs0OYhat6grgQ8WgOunpafw9oJTExK06ip5m3kJCApnl7zPGU8VxYCEgltU1XSdokUkMpMd08L6kY23L5m+FnGr40RRTKL0W3UfP311yafM5wE4zHPEkabJRqNBnPnzsWePXvA87x2O8dxGDFiBJYuXcpaBDMYdsYq149Go4FGo9Emml2/fl27Tf/v5MmT+PTTT+vLZvtSlkfe3NRDQMIzwMX9QHEWUJoPaDS1v7+mSgrmOLuLvK5izdvUw7okNV4oLQYe0KjosdV9JH45CYUk3LkuCF8Xet/pzTobym9Dr3QDvRZtMhe723sS8OIeJnIZjPpCPxGV1blutmzatAl79+5FXFwcfvnlF5w9exY///wz4uLi8OOPP2LLli2ONpHBaHJY5dEdO3Ys/v77bwAUuvDiiy+aPfb++++vm2UNRefHgdjPgZ9mAlVFwM8fAFd/Bvq/D6jaUH1amZv599dUScEUaYnAlYOAooxCJbwCKNns1hkSv4oywMUVBmK1MJ1ErqoKQBVQmEaCWF0l7E8jT6/3XQC8qMxY0b+AR0uAk+omVeZRarJER0db5Qk6duxY/RnDqE7bSBp3phJRGc2G3bt3Y/z48Zg8ebJ2W9u2bTF58mRUVVVh9+7drKELg2FnrBK6CxcuxIEDB8DzPNavX4/Y2FjcfffdBsdIJBL4+Pg0nhIpHAc8MAZoFQocmU+hADeOA5l/AY/MAu4bDni2BNx86VhjrJ3AMpIAqRzwCyZvctAD5NHleBK5gODJFZDKyHurUdD5NSpAraTn4Miu8tsUw3v7GlVrEG3VKAGZnGyyVpAzGhV9+vTRCl2e5/Hjjz/Cw8MD/fv3R0BAAAoKCnDixAkUFxdjzJgxDra2GWKPMoCMRk92djYeeughk/seeughfPXVVw1sEYPR9LFK6IaEhGjvRDMzMzFp0iTce++99WJYg+N9FzBsBXlbf10meHfnAqk/A/1nAy3aAV6tSXjqY+0EJgpjtYJEp3cQkHsRcHEHuGIAnFAFwY3ErMxDF7KgqhROwlNYhYsroCil1+J2RQn9CS/R922dTcyj1GRZsmSJ9vmnn36Kzp0744svvjCIoa+qqsKrr76KyspKU6dg1Df1VZvWGZLcnMGGRsA999yDlJQU9OvXr9q+lJQUtGzZ0gFWMRhNG6tjdEUWLVqENm3amIzRFf8aFd5BJGTDHgee3wV0GEDb034FdjwDnNsFFGYAVcXV32tcx7YmRGHccxw9ho8W+slX6BLR3HyAQfPJjt5vAH2nk+CVyPVOpCHhq92m720WnvMaEsimPpdNRk2W7du347XXXquWKOrq6oqXXnoJP/30k4MsY9gdW3IEmqINjYQRI0Zgw4YN2Ldvn7ZrqEqlwvfff48NGzZg6NChDraQwWh6WOXR7dq1KxISEtCjRw906dKlxphAjuNw8eLFOhvYYHAc4O5Hpbxc3IGhyylB7delVObryIfk3R3wAdAyhMIZJFLT56rJu2FqX+Qk4PgSwM2PNGr0e7oqCmLYATSAzBWoUuidjCdRLPak198OUIhEQTp9puhNYgK3yaNWq1FeXm5yX0FBASs/1pRwhpAkZ7ChkTBx4kScPn0a77zzDt5//334+PiguLgYarUakZGRmDp1qkXnKS0txdq1a3HkyBEUFBSgffv2iIuLw8CBAwEAN2/exIIFC3D69Gm4ubkhNjYW06dPh4uLbspPSEjAli1bkJeXh7CwMMyZMwfh4eH18r0ZDEdildCNi4vTxuTGxcU1zTIoUhngE0SJYmGPA216AseXAtd+AdJ/A7Y/TWXIuo4iD7Dcw/D9NZUR0t936nMg9FHy6CrLAbk3TRQlmcDpTUBJNiB3p3ME3g+U5pq2t/w20LozVWLQKCnkQaUAWnYAKgqBa0cp5jhyEn0OW1ps8vTp0wdr1qzBfffdZ1De78yZM1izZo22VTCjCeAMSW7OYEMjQS6X44svvsDx48e1dXR9fX3Rq1cvq+rNv//++7h8+TIWLlyIe+65R9txbcuWLYiIiMCECRPQvn177Ny5ExkZGZg9ezZcXFwwffp0AMCePXuwbNkyLFiwAGFhYdi0aRMmTpyIAwcOsPAJRpPDKqGrnyn61ltv2d0Yp8LVi8IF5F7AsGWUMHZsCdW3/eUj4OoRIOYDKv3l4a9LVKvJuyHuc5EDd24BF77TiVCJlERu2W2gNA8AT6EJciVw5YAZIyV0TO4F3SZlBeDqQwlr0JAdxZnkMZZ7m664wOLrmhSzZ8/G2LFjtcmi/v7+yM/PR3Z2NsLCwvDee+852kSGvbBnkput1wGWaGc10dHRNjdSysvLw+HDh7Fx40Y8/PDDAIBJkybhjz/+wO7du5Gfn49bt25h165d8PX1RadOnTBz5kwsXrwYb7zxBtzc3LBx40Y8//zzGDFiBAAKRRw8eDB27tyJuLg4u31PBsMZsEroZmRkWHXytm3bWnW80yGRUIiC3BMIGwnc05ME49UjQHoikPA0JXt1Gw14B1ByWE3eDXFfWR4JY8/WlJSmLKeJ4sQKamChriRBrFHpJaCZwkQcNK+mrmqqSvpTKwCeA1xkpsU3K2Tf5AgMDMSPP/6I7777DqdPn0ZhYSHatWuHqKgojBgxwmD5ktEEsEdIUl2vAywsyiz2bs/t7u6O//73v+jRo0e19xYVFSE5ORlhYWHw9fXV7ouMjER5eTkuXLiAdu3aIS0tDZGRurlJKpUiIiICycnJNnxDBsO5sWrGGzx4sFXhCikpKVYb5JTI3ADfe8jLO2w5cOUQCd6KAuDox1R3d+CHQGCXmr0b4r6zu6i6g1ooGVaSTSK3ZUcqa6asEN7AAXd3B/Iu6dr6apHApNAVUQnnUJQDEePII12cSZ5emV64hb4HuiST7BBt1Yd5fRsVrq6uePbZZ/Hss8862hRGY8DUSpS4nY35OmHv9txeXl545JFHDLb9/fffOHnyJD744AP89ttvCAoKMtgfEBAAgMqbublRXXhTx5w7d87kZxYXF6O42DAROzs7u07fg8FoKKwSup988on2eUlJCZYtW4aePXvi8ccf19bqPHLkCE6cOIHZs2fb3ViH4+YLyDyBrk+Rd/fXpSQg//0D2DYK6DsNePDF2ieGFu2okkJuCpUWO70JAE/xtC5uQsczBW27eQroNJQEcEmWUB9XBa3I5SSA1BVwb0ExuuV3yKsrolZSowkx4U2jpHrBZ7aSxzegi2HYxL8ngd3jgae3MK9vI2LNmjUYM2YMgoKCsGbNmhqP5TgOU6ZMaSDLGI0C45UomQcb83aivttzX7t2DZMnT8YDDzyAMWPG4MiRI/D0NGxhL5dTdZ6qqipUVFQYbNM/RqFQwBRfffUV1q1bZ3fbGYyGwCqhGxsbq30+ffp0DB06FP/5z38Mjhk5ciQ+/PBDHDp0CM8884x9rHQmpC4UpuDqBQxfCVw+ABz7hDyu/1tEYQ2DPgKCwgFXw4uNgWDUKKmcWEWBIEw5UFxuBVV90IAEL6+mag/uPtDWzwV0x/MaOu6eCODSfhMGCx54ZTkVY1CU0msxrvfONaDzCKD4FgldjQIozyevs3FsMcuqdlo2bNiAfv36ISgoCBs2bKjxWCZ0GdXQX20C6CacjXmn5/Tp05g8eTLuvvtubNy4ETKZDG5ubtUEq/jaw8ND69E1dYyHh1FytcDLL79sMP8D5NGtLRSDwXAGbA7WO3bsGFavXm1yX0xMjMVlUhotcg+qedvtGarMcGwJlSPLSCLvbtQ0KheW/hvQ7mGg9yRDwVhwg4SnRyug5BZ0TR+EhhGAzjMrdaEqEKZKiAHk4U09ZNpOF1cgIIzKlZmL9829CAT3A7L+ET7fKCSCZVU7PZcuXTL5nMGwihvH6RqlVtDqERvzdaa+2nPv27cPs2fPxkMPPYS1a9dq62YHBQVVCxvMzc3V7hMrJ+Xm5uK+++4zOCYwMNDkZ/n4+MDHx8fi78BgOBM2Bwx5e3sjNTXV5L6zZ8/C39/fZqMaDRwHeLSg8l8j1gDDVgIeLamu7bFFwMF3SNz+sR5I+pwmC4mUJg+ZIJQlUqqGIJGTMPYOAjr0B9o8BNz1ILUgVlXqGj9UN0JIOlOZ3s2rgd9W0fMeL8GwsYRAx0FU5swrgGzyCqDXIqzZRKMjNzcXP/74o/Z1Wloa1q9fj9u3bzvQKkadSUsETqysn6YM+jfiUjmVP2Rjvs706dNH+9e7d2/cvn0bFRUViIyMxIgRI9C3b1/wPI+ioiI89thjFp1z//79eOeddzB06FBs3LjRoDlMr169kJKSYhBTm5SUBE9PT3Tp0gX+/v5o3749Tp06pd2vVqvx559/mm1PzGA0Zmz26I4YMQLr1q2DXC7HoEGD4O/vj7y8PPz000/4/PPPm1eJEhc54HMX8MBooE0EeXevHADAA6XZgIsHkHEKiHzNMFENoOcl2cDN04BnABAyAEiKpwlHIqUQCLkXdWQz9rQCFKPLq2Hg4QXovaJnpiwXSFxLIrpNL/IAu7gBpTkkcocJ4SejNptPPmFZ1Y2GS5cu4eWXX4aXlxeGD/NEJLYAACAASURBVB8OgEoSbd68Gd988w22bt2K4OBgxxrJsJ76jpU3XrkJH83GvB2wd3vu7OxszJ07F5GRkZg1axYKCwu1+2QyGQYNGoTVq1dj+vTpmDVrFjIzM7FixQqMGzdOG5c7fvx4LFy4EO3bt0d4eDg2b96MsrKyphluyGj22Cx0p02bhqysLCxevNggSQ0Ann/+eUyaNKnOxjU6XL3JuzvyU+Dge8D53bRdVU4C8t9T1UVk9jkgeTOFK4jLW/qxcQDIC8sBnNQw0QwcTUhq/W3QnUOE1wDXj9Ijz5PHdtRmw2QzMTaPTW6NnmXLlqF9+/aIj4/XbuvVqxeOHTuG119/HcuWLcP69esdaCHDJLVVNqnvWHnjON36pJlWcdm+fTs+/vhjs+25Z8+ejfnz59d4jsOHD6OiogInT55Ev379DPb16NEDO3bswKZNm/Dxxx9j9OjR8PHxwZgxYwycT6NHj0ZpaSnWrFmDwsJCdO3aFVu2bGkeK7GMZofNQlcmk2HlypWIi4vD6dOnUVRUBH9/f/Tp0wdt2rSxp42NC6kLdUwb+SnQMpREbFkuUPQv8PVI4OGpQJ83qYIDQFUbeJ68wirB+yqRAgVpgLKSYmz7v0cVE9RKKhcmEUSvVEYNK7LOArxe6AInpTCICr1lah4kpDkJhUH8vlZX0uzv7YCiBICEyp7pV1xgNDrOnj2L5cuXw8/Pz2C7j48PJk6caFNFlI0bN+LYsWPYsWOH2WOqqqqwZMkSHDx4EJWVlejXrx/mzZuHVq1aWf15zQ5LvLWWxMrbQ0CKcbo3jtdP2EIzruJij/bcL730El566aUaj2nXrh02b95c4zHjx4/H+PHja/08BqOxU+fK8SEhIQgJCbGHLU0LuQfQ/11KQrv4PXB0ATWKOL6EOqLdN5TKhoUOoQlFJSR/tOlFpcQK0gDwwKmNVBVhTAJ5WlL2UXc2jZJCGoYspPOf2qj7bFcfoGUIcFNP6HK80C2No7CFK4fp/Nd+0TNaQ22DWYZ1o0YikaCoqMjkvsrKSqhNrQDUQEJCAlatWoXu3bvXeNyHH36IM2fO4NNPP4VcLsf8+fPx1ltv1SiOmwSiuJR52N5m2xJvbW0dyGwVkPri2BI76iqm9TtEluUZVnhp4rD23AxGw2OV0LV3h5cmxcl48s6GDiFxC5BwdfcDHngOaNubxO6l/UD+ZSD/CnDu/4DYz4FHPwH+2UFlwi5+TyXH9GNuL/0ABPcFRq4hD2/yF4BUQo0lvp1IpcVcfSiOV/zcikJD+9RK3XOpKwDD4t9aeA3LsG7kREZG4rPPPkNkZKRBFnVeXh7i4+MNOiLVRE5ODj788EMkJSWhffv2NR6bnZ2N77//HvHx8ejZsycAYNWqVRgyZAiSk5O125ocorhUlpEwdPe3zUtpaWWTmmLlbQltMBbHYjtyc3ZYIqZrE8JtI4FTn1MbdI6jVaS0xGYhdll7bgaj4bFK6Nq7w0uT4WQ8cHgOhSDcOE7beuvFKLvIgYD7gNjPgP1uwIVvSVAW3wK+ex0Y8AEJ0dyLVEFBIjf6AJ5EdFA3CjPQKAGNIIRLKoBLmYBEJsTwaqgUmcTEf61UTp9TbtxlDdBWY+g5rllMOE2ZmTNn4plnnsHgwYPxwAMPoGXLlrhz5w7Onj0LNzc3rF271qLzXLhwAZ6enti3bx/Wr1+P9PR0s8eeOXMGGo3GIGu7Xbt2CAoKwunTp5uu0BXFJSel8S8mgVq7KmJtfKypG+vaxLIpAWosjsV25OaEam1i2hIhHBxFFR0ufKdrg95MVpFYe24Go+GxalTVd4eXRotxnG3qYUOhK+LqA/SaABSmAbmXKC62+CawfzJ1NnNvQTG6GhPdafIuU0czZRmqVVgASPxqnwuxvsaoxfPqL11LgNadSADrV2BgNFruvfde/PDDD/jyyy/x559/IiUlBd7e3nj22WfxyiuvVGv9aY6YmBiLl1JzcnLg5+cHd3d3g+0BAQHIysqqdnyTaSkqikt1pdC1UE2hQbauilgSH2vuxrqm0AZzAtSUOK7Ja1ybmLbUqxw+mmwX26A3o1Uk1p6bwWhY6nT7+OuvvyIxMRHvv/8+AOCff/7BypUr8eabb1q8PNokMI6zDR1i/th2fYDBC4Csv4HyAuDMl1TmqyyPvLBedwGVBYCizPB9xTfpz55wUkqKqywij3DqYeAnALevGnqKgGabJd1Yad26NWbNmtVgn1dRUQGZTFZtu7m2ok2mpai+uKxLjC5gKBJLMilZVPwMfc5+Q8dJZfQorvaI47PfjJrPrS9Aa4v7Nfd9zXmerQnBsOZzGQwGw0ZsFrqHDh3CtGnT0KdPH+02d3d3KJVKTJgwARs3bkRUlHUXL1OZ3Tdv3sSCBQtw+vRpuLm5ITY2FtOnT3euJR5REBovJZqjXR/643mg+/Pkqb3wHdW3Lb4JuLUAPNypagIPmPTg2gOpK1VdKMkWurWlAaf/C4Az9BQ14yzpxkpFRQVSUlKgUCjAC532eJ5HeXk5/vzzT7z77rt2/Tw3Nzcolcpq2821FW1SLUXtVWNaFIklmTox+vVTQMTLupWWtERdoqpaQTerLTvS+KwooEot+scbn9uUABXtF5tR1CQ8xVKEVw5SKJSx59kaActqczMYjAbAZrUYHx+PUaNGYeHChdptnTp1wvbt2zF79mysXbvWKqFrKrNboVBgwoQJaN++PXbu3ImMjAzMnj0bLi4umD59uq2m1w+9J9UucI3hOKBFMBC7kTqg7Z9CHqHKAorT9WtPjSjSf0e9iF1VOTWqkAs1HZVCsXLjEIyMJPIwS6QUQ9xM4ukaK3/88QemTZtWLTRAxMvLy+5CNygoCEVFRaiqqoKrq6t2e25urslQCdZSVA/91ZIn1pMnNyMJUJTS/tP/Bfw70Fg8u4tqaXu0ov0d+lMjmIoCqsZifLyIPSo2iMdU3KHrgV+w6fhaJmAZDIYTYXNG2Y0bNzB06FCT+4YOHYorV65YdJ6cnBxMmjQJy5cvr5bZfejQIdy6dQtLly5Fp06dMHDgQMycORNbt261qINMo8HFFfBtC7RoL1REAMXZFv0LBD8C3P80TLbutQs8oK4CQmKAe3qQl1lZaRiCIfOgya00lx5lgoeuPtuRMmxmzZo18PPzw5o1azB48GAMGTIE8fHxeO6558BxHD7//HO7f2ZERAQAGLQVTU9PR3Z2Nnr16mX3z2syiOIx+Qt6BIB+b+u19BbGfephOvbKQRKZFQUU0//wFBKu4k2q/vHGBEdRWENtzSjEZDpzx3i2putEWV6zi6+tKzk5OY42gVEfsLnQqbFZ6Pr5+SE1NdXkvvT0dHh6elp0Hv3M7gceeMBgX3JyMsLCwuDr66vdFhkZifLycly4cMFW0+2PNT9yc8f+s4MSztx9Aa9AauygUQHHPwH+/Z2aT7i3sI+9UlfD1zJPalV88xTIc8wDbR6iuL8TK4HcFJoAvQLoUVlefYLW/z5s0DuUy5cvIy4uDkOGDEFMTAyys7MRHR2NefPm4cknn8Rnn31ml8/Jy8tDWRnFkgcGBmL48OH48MMPcfLkSZw7dw4zZszAQw89VGv93WaNKYEZHAWEDoZWtHISuunMSKJwAb9gWoUJfVTnPY14mY4Tm8KYyhOoaVy2jay5rJj+MSoFXQu6xrIwJisZNWoU9u7d62gzGPakprmQ4RTYHLowZMgQrFu3DnfddRcGDRoEqVQKjUaDo0eP4tNPP8Xjjz9u0XlqyuzOycmptuwZEBAAwHSGtkMyuWta8jNO4KpteZBXk9fUxQ1oEQK0aAdcO0JlyADAK4iS1cpyjVoBW4naKDmI44Ds8ySsRf49CWwbRW2NOQnFAlaVUOjCrTN0jKnkFhbP63A0Go12nLRv395gdeXRRx/FnDlz7PI5ffv2xeTJk/HWW28BABYsWIDFixfjrbfeAs/z6NevH+bOnWuXz2qymIqdTUsEcs4Dck+qld1pqC5W/sxWGr8e/lS5QKTLE0BhOl0/wsdUD6Oy5DoVOUmXTAdUj9e1NoGMJbBWQ6VSsTa7TQ1LK42w8eAwbBa606ZNw/nz5zF16lRIpVL4+vqiuLgYarUaDzzwAGbMMJH5ayWVlZXVPMNyOdWYraqqqna8QzK5zf3ITU0sNQ2IgDASlLwGUFUBHWOAoUuBA+8Bpz+n7aXZgKsv4NcOKLxBy4c2YfS+qmIKSTBAA6gqqGyZixug0VBML0BNL7L+ofeoK8kjLE6OthStZ9iVe++9F5cvX0bv3r0RHByMiooK3LhxA+3bt4dKpdJ6Ya1hyZIl1bZdvnzZ4LWHhwcWLlxoELfPqAVT4vHESgpPEG9I03/TNVQwJTTTEoHd40kUy9xpJcYYS65TEimJXbEDo0ZN59NvCW5p/C274TXJ+PHj8Z///AcSiQShoaFo3bp1tWNYjfpGhqWtudl4cBg2C10PDw8kJCTg119/RXJyMgoLC+Ht7Y2ePXuif//+dhmsbm5u1UoTia+dJpPb3I/c1MRS04BQlgOeLYXC82pKMOE44M518uQqSkmQVhXRn5sfTWzq6oLfavQ9uab2iUkx+hT9S8IcAPq+rRu0lpYXYtQbI0aMwKpVq6DRaDBu3Dg8+OCD+Pjjj/H8888jPj4eHTt2dLSJDH2Mqx7IPKiutSg+pTLDcmDVyo3tAsrz6XqhLNOV/tIXxJZcpwrSgCMf0n2wuhIAR2Pflha97IbXJLt370ZmZiZeffVVk/s5jsPFixcb2CpGnbBkpYONB4dSpxpdHMchOjoa0dHR9rLHgKCgIKSkpBhsy83N1e4zxiGZ3OZ+5OYKsZsbEOLxGjUg0Ss433EgcP0oeU29gkjsKsspw1oqN2z9ay84KQBez2PM6wS49hgJfS9OSvaY+/fIPkdZ5JaUXWPYhYkTJ6KwsBDnz58HAMydOxcTJkzAW2+9BW9vb7vF6DYbbFlytPY9+h4fjRJoFUqdEuUehism5hDHqkZN7zPlParpOlWcCVQWU1gwrxFPSmO+JNt0J7aaYDe8Jhk5cqSjTWDUB7WtdFg6Hlh4Q71QJ6F75swZnDp1yqBWp0ajQUVFBZKTk7Fnz546GderVy/s2bMHxcXFWgGblJQET09PdOnSpU7ntiumfuTmJhZzA8Lc8eKkcvYboPBfwKcNUJpF8bJqBf25+pDYNOWZlbjU7LE1dfyQRcC1/wHpiQB48urwPAAOkHsDvIrCK3ieljbFQas/GfabUXtrZEa9IJFI8M4772hfd+3aFUeOHMH169fRoUMHeHl5OdC6RoYtS47WvictkW4GlWU0lu/colhbHrRyEzmp5veHj6ZQg4oC8urmXiSvsKsPVUZIXKu7rrSN1FVU0G8YcWIFxd4ry4xi+CUUoiSO4+vH6NoQMqDm5hisIYRJJk+e7GgTGHXFlBitTaBaMh5YeEO9YbPQ3bZtGxYtWqQVuPpIJBI88sgjdTIMAAYNGoTVq1dj+vTpmDVrFjIzM7FixQqMGzdOG6vr1FhbT1L/eP2B01tIEjm5ASi4LnRQCwDKbpPHpaqYvLsyT6FFsB7WiFwAcPGgGL/Uw4DcHfC+GyhIpyWXh17TJcWIy6Pho8lmUdRqNMC1oxRycfuqZa2RGfWOl5cXwsPDHW1G48OWJUdr3iNObooyEpSVxYYrJ8U3geNLaUyaO0dwFBA2kprOeLYGFMWAopzOx2uAqz8DmWeApI0khCUyw4lUPO/3cYCLDKgUkk4BOr6igMaxxIVCpa79QueUyACpCxAz1/S4ZvV0q5GZmVnrMXfffXcDWMKoEXPC1ZQYBSxPSK9pPLDwhnrDZqGbkJCAqKgoLF++HJs2bUJxcTFmz56NY8eO4f3338ewYcPqbJyrqys2bdqEjz/+GKNHj4aPjw/GjBmDuLi4Op/bqTE1mNpGktdFo6K/0kry9vAaErqid1fuJbQPtjFRTVMFfPMCTWhibU53P2DkpzV7pVMPk8iFsOx5ehPQa6LlrZEZDGfEliV4a94jTm4+griRuFBnNH0UpYbJY6Ym4PDRVGO3LI9WWYL7Av/+QeerKCQ7FOUUmtCiffWJVN/jVJAOXPmJxr+ykt4L6PIBJC6UqKpWA2oARxfULMQZWmJiYsBxNddENw7XYzQQ4tiSeQBJ8eQ0OrESaBcFRE2h37exGD27CyjKoGM5GVCaQysotlQgYuE+9YbNQvfmzZuYNWsW/Pz80K1bN6xduxZubm547LHHcPXqVWzbts3qeCRTmd3t2rXD5s2bbTXTMmyNi6mveBpTd3b9ZgABXYRatwKVhZSo4tGKnouJY1I5xdCqbGiqoaqiPwrWA1z9gBGra/9+oUPI0yPCq0nkDllkXWwfg+FM2LoE3z6aqqR4Vc8lMEB/cpN7UpjC4bnUMEYLR+LzZDxNwBo1cOpzqqMrrqgAQg1d4bHDAKrLLa7wVBZTYxoXV/MTqXgD+9M7QGk+tDet+Veo9rZGRZ9dbRWPZ94nC1mwYEG1bWVlZTh58iTOnj2LRYsWOcCqZkBtc7W+KK0qoW1VwupK6kEg62+qPqI/XtUKChlSVQl5KsK4uPozjVVluXUeWhbuU2/YLHRlMhnc3NwAkBhNT0+HUqmETCZDREQEtm7dajcj6xVb42LMLWHY40eqnyCiVuo6kQV0AW4l6yWLgPaX5wOtOpMnSPTuAvQ+/UQxqxAG7e1rlFAGGCaY6YvXtET6HBcPXQkyAMi7Qp4eJnAZjRlrluCNQxE8/OmGT7yumFrKNDW5/TKfxjYnJQF87ShwfjeJTamczn/u/4CL3wP936PxJ5FR6EJJFvD7p+TZ9QumLmu8mkRu1LSaY2tPxgOn/gutyAXoesNrqK53SRaFM5XmkCDghLh95n2yiGeeecbk9ldeeQXz5s3DoUOHMGDAgAa2qoljyRyv71xSVZLjSD+ESFGi8/a6twA8qU45rh2hMSDOlxIZjdHENUDYCHqfcQnOmmDhPvWCzUK3S5cu+OWXX/Dwww9rW/f+888/6NmzZ/03abAntsbFmFrCuHHcPoHkwVHk2Tm6AAAP/LZKt8/NjyYqY2/tnWsANDQIq0posCnLyeML0KRpE2rg57kUEiGGR2hUADj6vneuC2ELaorX0w8JlnswTw+jeSFeFyRS8nxyUsOWuvr1bvXr0+rTexLdIIphBNeO6sQteN3YV5bRuY4vAaLfo8lZrMCi0IvVd/PThSsoy2l1yByph2EgckWkcuDODfr8kizgwbHCyg8MvcoMm3nssccwbdo0R5vR9LBkjjdeWWkRbLh6qtFQ9ZHkzboVDe+7hDGuV0pVI8yzJZkUvufqDaiUQN9aEkoZ9YrNQveVV17B5MmTUVRUhOXLl2PQoEGYNWsWBg4ciB9//BERERH2tLP+sDUuxvh9gHWCubbMzdwUmtA4juLufpkvTHblNJi05b6Eu0lxgFUUAC7udOdZVawTuC5utoUyACRuqzWUoI/F1SNCfJIUkLlRrGF+Kk3knq2Zp8dBaDQaHDx4EL/99htyc3PxwQcf4O+//0Z4eDg6dOjgaPOaLuJ1QRy7vF65QON6t4lraduVgzS2jRPERA/wjeN0DQCEca+BLgZfeH7tf7olV2MU5bUXsxevOy07GoYgAUDnEYBHS/Igq6tIXJ/bBYxJYJO3HUlNTYVGY+Img1E3LJnjjVdWAMpVEec9mTtw87QgbDly9pRkCasdxjHXnK75k8ydvLw2r6wy7IHNQnfQoEGIj49HamoqAGD+/PmYMWMGdu/ejfDwcMybN89uRtYrtsbFmBoYN45bJpjNhT18O4EGhMwDuOsB3d0irxYSQ6qg9bbU1AJYVUHLJa4+NClplDTxSlzonHVpH2yMRi1Uf9CQrX3f1nmjTP17WluPk2E1paWlePXVV/HXX3+hdevWyM/PR1lZGb777jssXLgQ27ZtQ+fOnR1tZtNE/7oghg6J4+DsLsMxnZ4ISCTkffULphtK4xtk8Xxit7LKImEHp73HhVpNKyvmaNmB2gKbGo/6oRYnVpDglnuROPZsCfSbqQtPuvi9cB0xamLBsJg1a9ZU26bRaJCZmYmDBw/i0UcfdYBVTRxL53jjsIGwkcBFoZKJSqELVxArGYmOJo3wKJULCZs8/XES2ufixhw+DqZOdXT79++P/v37AwD8/PywZcsWe9jU8NgaF2P8PksFc0YSeV7FJU5xibI0l15XldJY8QqgiZKTCt5YU3f7Zqor8Lyu7Jjcm2KFxAEqlRvVyqwD5bd1d7k8T55oAEj7jSZ6/X8HVle3QVi+fDmuX7+OHTt2oFu3brj//vsBAKtXr8b48eOxevVqxMfHO9jKRoY1N2j63lgxZAGgJf4Le0hESmTk7XHzofFemiWUCNTr+KjvaR25hmJsU/bTDWt5nlAVRfAmlWTB7LWgNLfmjk0VBeQNFiduTgJAA1QU6Y4LjqJY4ONL6HNUSkNbGRaxYcMGk9u9vLwwdOhQvPfeew1sUSPEFmeJLXN8+Ghd1SCJlCovcKBQIo1SF8IgkdFrjYrm6nsiKJ/GxZVKbIYOYY2THEydhC7DCP3B9NM7tKzfcRAw7D+Gx5VkUzydyK0zlCHNq2mu4jhqARwygAZ0STaQe8E2m/TLjqmqaECqFUIjCTVsLkMm4nsPDWZR6GacBM58BW0ML6Ab2KmHWV3dBuDw4cOYPn06unfvDrVa571v0aIFXn31VXz88ccOtK4RYssNmqlVm+xz5DnlNeSFrSqhidPFFVBUAHKO4vFzU4CAMF2FhaSNgN+9wK0/9cIWBHeu992AslQXL2sM50I3vPptfPUFtMxD8BLrdUEUV3w0CuDoQl3pMPE7H19C9XaT4mkfwDLFayApKQndunWDh4cHLl265GhzGjcn44FDs2kcXD9G2+prDjHnCc67TCX7KgsBCOFJci/qZtimF83dYokyjRrI/Eu3EmN8/WCd0BoESe2HMKzmp3eAUxspQezURnqtz+2ruha6AHD5AHCbQkCgUVPIgTjRZZ+zTORy0pr3K0rp4iAXumJpVACEIvC20nkEMHwllTdzETox3bkO7dKNRiMkt4AGtJgYx+rq1itlZWUmW2QDgKenJyoqKhrYIickLZFqZKYl1n6s/g0az+t+0zWeW+h05uGvS0YT3yeVg8aHipozKMsBaGiMlubScumxJTSZKkqBsly6Geb1b0yFx7JcIeHNXGynxnBfWiIlxP22mh5zUwB3XzoHJzFxHeFJJJ9YqfOkSWUksDVq2vd9HJD8BT1a8u/ZzIiLi9O2437ppZe04X4MGzj7jW4c8Gp6XZ8ER1Hypn696cD7af7ybC2MhSBKAg8Kp/GR/AXdDCqE8S/e3BpfP8SbYTZ26h3m0a0Prh6hR9HLKb4WCR1Cd6MawXPCG3Uva9mRBoOyTCeG9RGXSvSpKe6Wk0J7YVCUUrKaRmW43GJN3K7UjcIq7ulBA//pLbrwi4vfC2ERvO676nu33HwpozV8DPPm1hOdOnXC3r17tWFF+vzyyy+47777Gt4oZ8C4ILylFVJCh1je+MS4vBigKy0k86DziGFDrr5AZYHwRjHgVrgZLb+t56XlqUuhwkSXQ46jhFN3X13Cmj68hsZ3QBi9Nk6IK8kG3FoAErkQJiURktoEr7FUTrHBagXF+7t60zVE/F4A6+ZUC2q1GhcvXkRERAROnTqFoqKiGpPOJBLmfzKLV0DNry3FVk/qT+8Al/YbbivNIWcPoBsL6koK7xGrOFSqql8/zFWD2PkCxe+3iwKe3Wbb92MYwIRufdBxEHDqmi6Gp+Mgw/29J1GW9PX/UfxsxW3oPDUSXa/6ijsUyK4PJ60ucmuDV9N5RUGrqgDA6ZJlRJFrqeBVV9JkJwbYixeKgnSqvKB2p0m6bW/6rvum0nfxbA3Ai+oLMpFbb7zxxhuIi4vDuHHjMGjQIHAchz/++APffPMNdu/ebTIhpsljXBDeRfBKWiLO9ENvaoux0+90plbQ+H7oNdqnLAd6TqDs7fxUQQiLgkcc/1Kg+JbufHJvEs0KU1nbHK2ilOcL4pMTQpKMrg9SOdkuhhnohyxln6Xx6B2k64gmldHnBYRRAs7VnwUT1SSE3f2BwG5Av7dpu6kkXGdekk3+Akj/g2Ipe79e7x/Xt29fLFmyBEuXLgXHcXjxxRfNHstxHC5evFjvNjVaHp4CZJyi3zsnpcYo1mJr7XxAz2kl3phyNEd3ekwX01si1L8PH03jylTtecB0NYidL+iE9KX99JqJ3TrDhG59IMbkmovRBSiwPf+yMOloyFsikQCQUJKK2BLU1Rsol5HXt0qYzGxCYxSOywt1dl3J66NRChOZhWK3qlT33EBElOqSZG6eooF6/X/0WZVFNFHeOmPjd2BYQkxMDFasWIFly5ZpOzEtX74crVq1wsKFCzF48GAHW+gAjAvCq5XWlRTsPcmymzP9Zi+KUlquTFwt3PRq6HOj3wPOf2tYp1OL0dhTmCoZJgF821ASWaVQN5fjdOPYGFUFkHaCYgVbd4bBhaAkk2qDDllEwvbvbbrk0vAxFNrAcbq3qKtoVabf2zpxYBzHWBchUR+oFLqW5n8lAL+tpN9Byj4AfL3fdH/yySeIjIxEYWEh1q1bh6eeegp33313vX5mkyU4Coh+l0IDpHpx4tb8vmqrq1vTTZroxNIPIVJV0tgR698fE2xLPUyvxXMZ/85MxQB/84LhMVePkD3BUaxiUR2wSuha6wmaOnWqVcc3KUyJW31MlSfTX1Ytv0OisGUooPxH8MLy1cMc6orYv17mTmLbUu+uRkF1QMWQBfHCUZojnM+VvLqXDwh2CxcGXmP+TtWZvUCNjGHDhmHYsGG4ceMGCgoK4OPjgw4dOjTfZVFTrXZr6hBmK+K4PrGCbug4qS4UQK2kcXJsCeDZyvbP4EDeYKkLoJEKpXRrqb8q1sL+9/fqJ9NoqKVwcD/ybzD2iwAAIABJREFU1kqEJhfKcvJKXTkoXBs0lHATPqb2qjKODGdQK+l6qVQIbVj1MuQvH6DkPM+WunjJehYNXl5eeOEFEjBJSUkYN24cQkND6/UzmzTKclrpsPX3VVNd3dpu0sR5/e/tNCbcfGgVRVlO7xVj2H3uppvd40vIVlMtu4Hq1SDaRRmGRnAge0KH6JpVsIpFVmOV0DUujcJxHHieh0Qigb+/P4qKiqBUKiGXy+Hj49O8hK49Sp6Iz4O6USxd6iEKY+B5wCNAKPdTxyoJ5lBW0BInz+t5dyU1T6BXjwDpJ6DNaVRXGsYj8QDkbkLlByPRfPkn3Z0q4HxeoCZC+/bttZ0LmzV17SNvzU1YcBQtVd44rutUJpXryglKZUDLEErcrHX1RK+9qAgvJK5J5YC7H1Cu1JUOtBohcbT8Dl1vNCq6+ZV56L7r01t016OyfLoRB3Q1v43jnW1twmMraqFOuLJKELYq3XWropCuoTnngZwLQM4/9H3vXKfVrAZOiP36668b9POaJHX9fenXpjZGvEmTyqnk3+EPgCELDecpVRWNYWUZ/b7c/SjWffsYoaqRUNlIWUkOJBc5cOcWcOE7GkOhj1KllWv/A8ADvSbqNMOz28gJdPUIDf1W99H3vHqEVSyqA1YJXf3SKMnJyYiLi8OcOXMwbNgwuLi4gOd5HDt2DB988AHmzp1rd2OdFlvrwxqLY/3JtEU7SjoT71pdvXRtRfUnR06q88DUtRGEmCQjdlETJwtzgpdX6RJkpG6AyoVqbQKUDStxAYoyyK6KQsPavTJ3wztxR3uBGjnR0dHgOMvCWjiOw//+9796tsgJ0f+t6b+uDVtuwpTlht7Ru3vQ50pltM0rCLhvGJD+uxCjbw6h8LzcG6gqMtylVpDw5O1w86so1YlygLy82edMX49KMskr7SrU55YIHixx3PabUbebitrQF7aqCnrNa2hb3mWqUpN9nh6Lbpo+h8wTeOSdBhELbGzambretIrcOE5j88Zx3ZhuG0nl/Ipv0m8q62+qTvK00CPg+zj6nStKQEpUCDs8s1VYdQVtV5QDrh60mqNRUviPqxcJ4n92klNI5OD79KgvdsVrjijmOw4ijy6rWGQTNsfofvTRR3jzzTcxcuRI7TaO4zBgwADExcVh5cqVzafLiy31YY3F8Z3r9D5xMo2cRAOk4AaJ2cAulHiiUevq4IKnCg055+3b7UzsogZO8O5qavfuSmW6uKTQIbqGGDwP3NWDgvLzrwjhGSbaAze0F6iJ0adPH4sn02aLJYLVlOfWlpsw8fcsdkZq0Y5KgUlcqLzg+f8Taue6UxUUsVW3qdAkMY7eFLWFLFiKcWyvogT4eR4ll8o8gKhpNC7L75CtnLjyA9PxzrY24TGFKWGrFq6NORfoL/c8/btqTFwHOSldJwO6AIFdqTzU3Q8CPnfZx75aYGOzHqjr78vcmA6OosSyszuFikQcCVnx5lijprmrqhgGXUoNbjZ5mgv9gil8wbeNLmaf4+jPAE11zWBKzPt3YDG6NmKz0P33338RHBxscl9QUBBycnJsPXXjw5ryQyLG4vjqEd3AK84kj2hVqeBZVQOZZ2i5I+gBIPsfOrb8Nolcm5cta0A8p6XeXUUpTUI55ygrltcA3nfRe28mkUdKIgUeXWw6NtJed+nNlCVLljjaBOfHkiQUU0LYlpsw/d9zSbYuvk7b8EFAWa6bJCVSgJeAPEV6gk1VBcABtY/FdqZVpZSUZvx9Kkvoetdzgi673NKknho/VyXE2ArCVqWgzm85F3QhCHkpQv1hE/jcoxO0AV0oAU/mbnhMXeqHWwkbm06IuTEt1rIVG6nwGpp/ZR4UUnhmqyBy9cawWiHUxhYErNyLQviKxeoLY2j72W+AgjRh9UF/PEtMawZjMW9pQiyjGjaP9pCQEHz77beIjo422M7zPBISEhAWFlZn4xoN1pQfEjEWxx0H0fuLMylppKpYaPsrxOhp1BQKm32WMq3d/KqHMdQHFnt3hQYRZXd0Xqk714TyaDxNXtDQhDnSTFKjPb1AzYyMjAwEBgZCLpcjIyOj1uPbtm3bAFY5GbUJ1pq8PDXdhOnX59W/iRP/Ph9A5+UkqB5vq/daI5QBbBNBJci0x9rJa2sLGrXOAyV+nxMrKSxDVUEivDC9evKtuc5wpq6RGmH5V1VJj2X5JGhzL+jEbbmZ8A43X0HQdgWCBGHr3qKWL8W8q80eU3G6+r9ZgBw15bd1cehPrKe//dNodUYfHnQcr6Fz+7WjhDXwwPGlJISlcnJW6cfoKsvpdyuW/mPUCzYL3cmTJyMuLg6xsbEYOHAg/P39kZ+fj4MHDyIjIwNbtmyxp53Oj7V3W0HdgJBBNGDEtoGRk+iuT1lGy20qvTieikJDUasss5/ttWHWu2tcmUFjJICF0ivgAQjf5fy39KiffWqqQDarwGAVgwcPxvbt29GjRw8MHjzY7FIpz/PgOA4pKSkNbKETYE6wiu26A7rolueNhbC5mzBxclSW0fvc/Q29wWmJ5MVBTTelnC7nTO4J3N3dTOkxB8CrAZk3jVcxp6BlR7omVAmlz1J/pn3617+zu3S1s1VChZZrRyiWP+ssTfpdY+m6ln2WYmrTjlOMrX57dH1cXIHWYYai1uceE0vBIsIysVQmCA2Z3nO5Xf+ZLKVz5861hjE0y7FpjvoqqXUyXudhlXuR06nVffSblXuRN1dRRr9/Vx/y2orXjZLM6ueTe1Dcd0kmcO0oAE5X0Qigfa1C6RrRoh3FsYvXjpyL9MgSsOsNm4VuTEwM4uPj8dlnn2H9+vXa6gsRERFYtGgRunfvbk87mxb6d45qBdVzFLudqYR6j+ABSCiGT8zidDSid1fsxmRJZQZjD5aihFqcigkAJzcYFsheFkpemvLbdMFhFRgs4pNPPtGGEi1evJjFBJrDWLCK7boBWoHoPII6/plbhjf22opeYE5IFBWTz0RvcEaSrjuZKaErdRPiY4Vx0qE/kLK/+nGOpFUoeWMPzabvcO0XaL2iYjUJ/RjDtEQqSaYoo5Ucv7b0Pt976btWFAC/LgNO/5fi9k2GXnFUmSKwKxBwPwlb/w5mQg4EQStxITEsClqJIGqdqKTe66+/Xm1slpaW4tSpU8jPz8f06dOtPufGjRtx7Ngx7NixQ7vt5s2bWLBgAU6fPg03NzfExsZi+vTpcHHR/fslJCRgy5YtyMvLQ1hYGObMmYPw8HDbv5y9sTXJ25Lzir9lQNcdNP03muMqi+n35OIqtODOo1WetpG6a4CqUvjdSoDOw8lRUyI0ejE1V6urKKZcrGZyMp5KjlUUkvC1RwK2MzmHnMkW1LFhRHR0NKKjo1FVVYWioiL4+flBLnfMnXKjQn+J9M4NmjNatKeBwAPwb0+D694+9EM59V/Td5GOwJx3V+JieaxwVRm1P81IoguEPmW5umUhmTut2ooXACcbPM5EbGys9nnv3r3RunVryGSyasdVVFSwzkv6GLfrzr1our6zfltfD//qpbQUxTQWym8Lwu9neu+tM+Y9lACdS0zclAC4cohqVNsb33uBon/N75fKgbseNAqZAAChccTZb4yEunCMmBirH2OY9Q/VCXb3pxbHEhcStIXpumMUpYbXNFdvapnq5k3/Ft2eBh4y7lomClopJehJZZTjIHGh104kaM1Rk5CdMmUKUlNTrTpfQkICVq1aZeBYUigUmDBhAtq3b4+dO3ciIyMDs2fPhouLi/bz9+zZo20oExYWhk2bNmHixIk4cOAAWrZsaduXsze2JHlbgvFvuaoYAEcOFr9gqtShrqTxDo7m4agpujnnzFZ6VJYDwX3pT9sxzQw8yImlqACOLqQVG40GgAYoAJUoq0sCtjOV53QmWwTqfGXIycnBgQMHsHfvXhQVFeHChQtQKpW1v7E5kJZI8WxpRmKubaRuiVTmTnd55XfoUeZOg9rdn9od9ptBLTr14YQOaqZizeRe9fVtDBG9u+ISoEYl2GWBJ5FX0aR76wyFK5ij/LZuCTktEfh2AnWZ+nZC9X9ThpaBAwfi/PnzJvf99ddfmDBhQgNb5MSI7bnNtesGdDemYnk/zshrGzlJSBgDCT9eTY0Zjn1C9aJroiSLYl01CnpvfYhcwLB0mCnUCjpGIjXcLpFSRZhCM3HfLh5A7zjg/qeBSz8BRz6meMacC0DeRSGJ7LyhyHVxI/HQcwIwfBUw/jAwbAWJY05G+Qdte9NnyzxIBHi1phJmfveSB8wniJo+uHrTNbMRiNzaePrpp/HDDz9YdGxOTg4mTZqE5cuXV6uTfejQIdy6dQtLly5Fp06dMHDgQMycORNbt25FZSWFkG3cuBHPP/88RowYgY4dO2LRokXw8vLCzp077f69bCItkTzygP1LankGmN6uUQltu93pN+gVAHi0BO7Vc6yI4U/3DaPfXs5F4OgC3fg3BwfBC6yga4NGJYw1Cd3sih3UbJ3X9J1n4rXJUTiTLQJ18uguX74cX375JVQqFTiOQ1RUFJYtW4Y7d+7gyy+/hL+/v73sbHzUdFdjriuaqecnVgJdnqDnYhzhPT1oAshNoQzoG8d1WZzKCkAipwFljZfVFsRza7uqid5dmelWpMZc2k9em84jgOvHhAlftJejZdyHhTvpfVOB0ly6OFSVUgwg8+pqmTlzJrKysgBQHO78+fPh5VX9pic9PR1+fn4NbZ7zYkm7btFrq6oUyg1VAlwljUFAaHFtoiqCReFG9dQAxpiavMoieZeqb9OodKEdgJBQ40beVB40zpPigd/XovbvwgE9xwORb+jiajmObpB92wAj1pDnNyicxIXUaEWiia/o5OXloaLCsuoaFy5cgKenJ/bt24f169cjPV13I5GcnIywsDD4+vpqt0VGRqK8vBwXLlxAu3btkJaWhshInQdRKpUiIiICycnJ9vtCtqI/d7r5Ai2CaVXBXjG6UVPIo1pRCEBD8yTPk2eWB93YlefTPObiVt3TKoYkaevc30atv31T87BGSb/9joOqN12xpOyhPs5UntOZbBGwWehu2bIFW7ZswdSpUzFo0CAMHz4cAPDGG29g2rRpWLNmDT766CO7GdroqK2UkbmuaOJzU0LZXFvhfVMp7lXiQoPX1YsmtvoUufqIXdUAwSulJK8XeNRa5/PcbuDhyXSROb6UloYBult+eIrhvwvHCTUL1RTHGBDGyq0IDBs2DF988QUAqmctkUiqtfuVSqXo0aMHXnnlFQdY6MRY0q47chItnco8gLTfQNnUQtmo0lzz7+Uk9NdQY9HeSFxosueE35KqsgbvMEcVDxSlQncyYfKXygFXT4Dn6MbczVcv5EBIEuM4wPceINSERx1wyuVQW9i9e3e1bRqNBpmZmdi+fbuB+KyJmJgYxMTEmNyXk5ODoKAgg20BAeTFzM7OhpubGwCYPObcuXMmz1lcXIziYsP/9+zsbItstRr9uROgFU17XueDo4Ax28hZkrJPVz7Mr52uDCBAq6OqKuDi94ad0cQSe1UlNB5cvXVlQM3hGVC9UgMA+IdQIro5rZCWqOtKKJGZ/+1bU56zvhL8bLGlgbBZ6O7YsQOvvfYaXn/9daj12rtGRkZiypQpiI+Pt4uBjZa63tWYE8qm7uzCR5NXV1mmS8qQugoeKKnpIvT2RvReyTzJDnHQS+U1e7YUJUDy/7N35uFNldkf/96kSfeyFVqgQFkKSKFayl5QKcpPBBR0BhhFERkZZlhUrDsCIziiCCgUVxbRYRxlVQSVcUGxQMuiCLKLhWLpAm0pXdMk9/fHuTe52do0TZM0PZ/n6dP25iZ5095z3+973rOspzhFfSUgBEhlRHWWXtuECXRTkoVwxVVKKABY7MJy4ktJScHixYsRHx/v5VH5CVnpZo9LRSGJOLnN7P8WAHG3Azk/w24ZME0IxeU1FlQas/CUk2V1pY7PF9QkhNslAgmTKPt87zKyf5UaaN8POP+91Aa8Gug6Agh3sHVcE37SOXHevHkOH0tKSqrxcWeprKxEaGioxTE5d6aqqsrkNbbOp9FqtdDp7N+rN2zYgLS0tHqPzSk84RGUHU0JE8zz6d5l5pjg6gpzTLu8o9Gyi7S4lWpLa8PJqXPLM8D3r9rvcCh7hR3ZkNw4yVFNX1MntlLK3dHrHF/7zpTndDXBr667KT5WKtRloZubm4u+ffvafaxTp04oLCx0eVB+QX1XNdYXvyaEPLdnviTxaL2y6yzVM25zAwXJZ2dQQoxKBRjVVBOwxEE7THdSXUaGLYqUaWrQ0WQoqOyEM6goFipAK4ljudMMaFI78yUZmGw0N9wF/PRvs3AX7XSUYfDtt9/W+LjRaLTx9jI1IIsstVZq8KAQtIYqytbuORo4/YXVolKgBSc8WAqwrqi15t0XY7X5qyYEFWWkBwRTAlv5VUqsOfofIOUFYPRy4I9D1PY4doilB2mAi/HhPrgd6grffPONzTFBEBAWFoaIiAi3vEdQUJCNYJV/DwkJMXl07Z0TEhJi9zWnTJlikfAKkAa4//773TJmCzzpEVQKstxjksNIGW8r1f07+pFUbkzR8KW6jOLHq8speVIZ4qMJpV2MiBja8XE09/5xiBw6A2fYNlKS7zuhrem9ygpIBxRdMM+LSrLSqYyfsmSp9d/PlQQ/P9hNcVnotmvXDocPH8bNN99s89jRo0fRrl27eg3ML6jPqkZp7HLB6opC2i4Jag6oA8xB3vJFqFLTCjX3GBmXNpQ8M5oQYMhs4Jt/Ou4m5E7kRheB4bTylcMN5EoNJkTyjF3Ptd+AQl9puXq19uoC3PPbDqIo4vPPP0dmZiZ0Oh1EaSvOaDSioqICR48exY8//ujlUTYiZJFVVgC6rpsBVdekB0X6qi4n8VetFLoiVR3wJVSSt1Y0mpNvHCJQ+TO1VLZLE0TCWDTSlq4R5MEtvkCvWV4IZB+gBNpOg8wv446OTj64HeoK7du3tzmm1+tRWlqD17yOREdH29Tizc/PNz0mz835+fno0aOHxTlRUVF2XzMiIsJtQtwpvOERHDSD4nOPfCAt+PQwiVp74ToGHVB6hebXO1+leffSIWqPbdABpWVA2dUa6jyDdjl+3UZOne53WC7gNCG046nWACGR1LY652eq0yufL9ejz0oHPp5snhtzjpBOCG5hKUxd6eLqB7spLgvdP//5z3j99dcRFBSEESNGAACuX7+OnTt3Ys2aNfjb36xLwzB1RtmJyGgwF7KuKDJ7ea0vQrkwu2iklVtMf+C2hfQ6v3xMBmCqTt+QiCTKNWF00zBUmUMp1AFSlqooGbODm7yu3Gz4sleodU/g4n56LteKtUtaWhpWr16N8PBw6PV6aDQaBAQEoLCwECqVChMnTvT2EBsXyi5KZ7+i61JZXcSgpyYK5/fYPre2GPWGRqUGdTWUBLgjb60QQHapCaUFqmxbBp20M1MNlJXSz3IMo6Cmhg15v3rG0+pj26GuYDAYsGbNGrRt2xZ33XUXDh06hJkzZ6KkpASDBw/GG2+8gfDw8Hq9R//+/bF161aUlJSYxGlGRgZCQ0PRq1cvaLVadO7cGZmZmRg2bJhpXIcPH/bfe4OzW+/h0eRBrSxWiFvZ1h3MmWd3k0CWa2YrzxMNtk/Thkk7nSqpHr2RvLDK+vIAObdUGiq7d+sztJjOO0GLzes5ludnZ5A2UGI0WFaHAVzr4uoHuykuC91p06bhjz/+wMqVK7Fy5UoAwNSpUwEAd999Nx555BH3jJAxX2gV18g4gppTHK681aG8CMvyzSIXInUhkkmYSF2ITI8rqLXxg4tUl9KEGNRM6h1uAPQGqYxaFbU8dtTiVC1dnsq4ItEAQDCXYePQBRu2b9+OMWPGYOnSpVi1ahVycnKwZMkSHDt2DNOnT7cpR+QIo9GItLQ0bNq0CSUlJUhKSsKCBQvQqVMnu+f/97//xYIFC2yO79692+FzfIqaJkPl79dzKWu78hpdk2otXctB4bTtadHH3sMIasvJ1mgnQUZQ09ZlQDAlrqoCaOLVS4K2ohiovq54rkCCtrqKyn+JOopPhEjVKuJG2t8mlVGGLgANmwjj47z55pt488038fTTTwMAXnrpJUREROBvf/sb1q1bhxUrVmD+/Pn1eo/bbrsNr7/+Oh5//HE8+eSTyMnJwbJlyzB16lRTXO7DDz+MxYsXo3PnzkhISMDatWtRVlaGP//5z/X+jD6Hva13wNLWlQ1hdKVWHlxRmh/tCV0j1YL//Yeak9GU6MqpdFnzjsAfhyVHj0gCWFmOy2igknrlhea5ft8q6b4jNaHRldH5xzbbeX/RvjBV7rAo73nWfxMZP9hNcVnoCoKABQsW4KGHHsKBAwdQVFSE8PBwDBgwAHFxce4cI6P0KMkxuvIFbH0R5h4DLv8M00SnCTKv6JSrOU2I5IGSJupW3Rqu7ahoIOMMjJAm0yoK9hfUgCbQcTiFIEi1BX9UJAlIoQ/urq3oR+Tl5WHs2LEQBAHx8fHYuXMnAKBPnz6YPn06tmzZggcffLDW11m9ejU++ugjLFmyBFFRUVi2bBmmTZuGnTt3IjAw0Ob806dPY9iwYXj55Zctjru1zGBDlZiqLQ5N+bhKDcQMAC7slRoXBNCWfUUxqKmBSjI/abEpd01ztKBzFdPka+VBUqJSk31rQiiUCYI5dl5fBZRclxaQipALwaqWriB1f9JXUUON/JPkIdZXAIVllKk+8iXHIldepP72neQcE9zb6aoRlR3bsWMHZs6ciYceegjZ2dk4efIklixZgnHjxiE8PByrVq2qt9ANDAzEmjVr8OKLL2LChAmIiIjAxIkTMXPmTNM5EyZMQGlpKd544w0UFxcjPj4e69at88+SoNa7nr98QtefbOsDZ5iTTeWdUmV4nKAG2ic5nh8Nujo6iYw0Hxr1Uq1gIy0wy6+SrZ7cQQtLuaqDNtQ8t8vOIsA8xox3gFIHFTDiRpqFs72YXvmelvGOlMjuoLKDMm7Y3mv5OC4L3ePHj6N3797o1KmTXW/NBx984NRkyjiJvG1n76au3NKLTaZtlMMbSOQGt7Bc0Tlazf3yScMJXZmqEjLkoOa0NSQaSORqQqSyZNbVIQQamybEHFekUgPdR9HzmqhXqDZCQkJMbUZjY2ORnZ2NyspKBAUFoWfPnrh0qfakRJ1Oh3Xr1iE1NRW33EKJjitWrMDQoUPxxRdfYNy4cTbPOXPmDBITE9G6dWv3fiCZhkyKqC0OzfpxAeZ23aKoKDEmte4ObSWVExIUrYHrK3StQo6sJ1dBFrXBFDsrSrGCBp25q5s9r1TzWKA4S/G6BnMCqTqQKiqc3U0JMeWFUqy9wmttrCEpVJn8Ul1Bw3fnbkwjS5S5fPky+vXrBwD48ccfoVKpTHkuMTExKC52ot6xFUuWLLE51qlTJ6xdu7bG5z388MN4+OGH6/x+jQ7lrqexmnY1dWVmb+nZ3Za2rQm2fL5aSw2cHO16OiVyrWxXX0F1qw2KnBW9FN6X8xOFGGrDaE5sJyX9n91N363r4zsSudXlwM8baez2bMNRh1Z7979GZmfWuJx6PWnSJLz77rs2x3NycvDggw/aeHUYNxGbTMkeNV1kd74KPLAVSH7U8oK07tRm81qOYl6lUAFVgOOuMs5i0FEiT3ALKSMdUia7aNvV7ab7zZ7okS9RA4mRL1GL1ge2ssh1QJ8+fbBt2zYAQMeOHaHRaHDgwAEAwPnz551q033y5EmUl5dj0CBzUlFYWBh69erlsKj8mTNn0K1bNzd8Agc0VMedrHTKZDZWO45DU3YzVKmBsGja9teE2MaKiwazyNUE0eMBQXUYkGCuW2v5wopTVPSawS1owg5vSxng6gDaCr12CSj5gxLoKq9JdT4dxBgqRa7yM4hGet7F/eStNnmmBVjGLUqx9h/eQx5cJXEj6fPrdQCkmsLu3I3xwS5MNREZGYm8vDwAwPfff48ePXqYvKinTp0y1btl3IhcBzs0UtrFuESLvpIcsuW4kZa23f+vJA7l7qPdbpN0qlLQWs+VVt1KVVrLc62bn8hx8yqlr9HKPo2SI+jifhKZrbrBlMDtDHKIoiPbcNSh1d79r5HZmTUue3QnTZqEFStW4Mcff8TSpUsRFRWFzZs3Y8mSJdBqtVi6dKk7x8nUFevEjZpWZAfeplWuWkvbmjaIZIMBQUDZFefHoJbiAKusguRFkRLqNCGAtqXkaTLQBK0NpeQeQUVxfzLuyNxuIsyYMQNTp07FtGnTsHbtWtx999148skn0a9fP+zfvx+33357ra8hT8bWWdht2rQxdWBTcvnyZZSUlGDfvn147733UFJSghtvvBGpqamIjY21Od+lAvQNkRQh20VZAXkcI+OoPJajguy/fEIxuvkngMrr9JgoOvD2iDSxCipapJ3aYfv+cttsiyQW0UqUShOlJljyNgkKT20p2VK9cZSgKglbfSUQIE3WhmoatyaY7iftEoEzX9ivzakMl2rVjRYUZfnu63TVyBJlRowYgRUrVuDw4cPYs2cPnnnmGQDA2rVrsXr1av9NBvMmch1sZT1aAIjqAwx7gmw7uo/lTmnheeDgewAEurZbWS3gNUFSGJ3CZuUkM6OewvTkurrNOpD9lBXAwsYM1Za/m2xQ8ZqCQMlxBh3ZjtM55FLVo5rEq72wRzl+3vr+18jszBqXhe68efMwYsQIPP/887jrrrvQs2dPZGZmYuzYsXjuuee4zaiv4Whr1iLRSwpwFwTbVaNeadROog4EbpwEZL4Hu/GJ1eUkrENbk9dJ3mIV1JKRhto+h6mV/v37Y/PmzTh1ilq6zps3D6Io4siRIxg1apRpcq2JuhaVP3PmDABApVLh1VdfRXl5Od58801MmjQJO3bssAlncKkAfUMkRWRn0AQkV/4oOGXZCcmaM19Se1CjlBQZLCWGhrQErpyDbXMWAeg2ksr7nd0teVkMZlFsb9ubYm/ZAAAgAElEQVRTJZXz0oZKiWLVUkxtpW1mtVtwonpJ3wdJtMudpIQQqmudMMGy0L69kIRBM0hIKGOco/u4Z+iNLFHmqaeeQlVVFQ4dOoTJkyfjgQceAAB88sknGD58OB599FEvj9APsVePNrilWeQCZsfQgbeB3fOAgtPm+dCop619JYZqc6t7tZbOiYyjHc/fvgYqFA6haxeletVyTL2RRLHuutVAFdVMNCFAp2TKtzFIIXuFv8F2HlXRfeKm+4Cr50iQ6yVnVcIE8+d3ZBvKkEg5TrnwPNmnHyWkuSx0AWDw4MF46qmnMHfuXGRkZKBXr1545plnWOT6Io5WZHIMnSpAKh1kAER7E18NIrdNPJB/CoCdrNMTn0oxRQ7qdRoNdOMJjKBM7oqrUvJaMbB3KXWj6X57o0o48QV69uyJnj17AiBxumjRojo9X1lUXil2HRWVv+WWW5CRkWFh+6tXr8bw4cOxZcsWzJhh6b1zuQC9u0tMdRhoVdsZVEnAHtkZUhKlIMXcGsyVCa6cNSeJqDXm0AOjETizi77sIajMcbWaUJpcDZXkLSq70vDlyQKCScReOghcOU3x8yU5sLB3tYbs8OxusuWIjnQfadGJ/hdyof2aQhL8oBanO3Bki5999pndBE+mDjiaI+S5z6CjerTK+rNKDrxN3TaVCZ3yz9Y7nUY9zXsFJ6WW9ypKIDv3tf3QAm04ACOZVdU1cujYIHl0g5vTvaDjQCB5jrkaxPevWL1mGH02pWC3hzN2Zi9hr6ZcoEaGy0K3sLAQL730Enbt2oX+/ftj3LhxWL58OUaNGoVnn33WbrIK40UcrcjkAtKmwvFqQC1lXSuLyVsnrDSPpeSyTskUM7vrKWrlKxfZjmhHXjLddUkU1DK+qhKaUJt3AUovU7B+WQGw+SFgWCoF1eurGmUgvCfYv39/nc4fPHhwjY+3bdsWABWRDwszx07n5+c7jMO1XuCGhIQgJiYGOTk5Nud6vAC9I2KTKblRGVbQ7TbLc5SlhzTB5nJAgc3Ii1NRRBOhUU9iz+CoVq3aHK+rDaXvsqe2usJ+CII23I7nxw3I8badb6GY/qx0YPPD1OAluAU9Xl5A5xp0wNcLqXyanOmtDaW/x97ldD8Z+ZJlCbEP77FMFm2orc9GniQjwyK3ntR0HSjDjgBLkasUx2d3O18iDKDFbWAELUrjbqcqRo5KCwaGU/hS9oEamshIi8uKYqlWbi7tlsSNpN1PVQDdf6or6N4R2tpW5LrqEFLap0FH9cIdVWBohLgsdEeNGoWqqio8++yzpuoKw4cPx4IFC/DMM8/g888/x5o1a9w2UMYN2FuRyRPRLx9T2SB9Fd0swtpQn/r8EzTxh0eT0el1tEWZNIUS2QAyrrO7gZDmVCNQbisqqKmOrine0EEcoNxtKe4OYNDfgS+epUn2eg6Jim8W0lZTcCs6vneZ+fMceBs4uIZeu/+0JhvHO3XqVAiCYOqCZg/5cUEQbDonWdOzZ0+EhYUhMzMTXbp0AQCUlpbixIkTuO+++2zOX7duHdatW4dvv/3W5AG+fv06srKyfH/RKy/Uzn1N1/qdr5ofy0oHPn+cPDaqAKDTEOD3vTSh6UqAPw7W8MKCol5tOAm86goSthVF5oWkOsgy+xpQ1MM10vPrVZtXkOwR9Bn0leYEOmUcvCDQOQGBJLDLpU5wcqxxYHs6L6oPTb7yVqc8GQ6aYRkKpYzXbaitT/YUM4C02yKFvRkq7V8HckkxZVMGpTiOG0ldx5wO0TMCLWLNdW5rel5xFu1u2ohcgcSyRR6LSDXz5ZbC5/eQzcidGQU1va8mhF5TWQfX1UWf0j6LLtDfwY9symWh26lTJ7zyyisWxedbtGiBlStXYseOHVi8eLFbBsh4ADmGbvPDVLtPEIDkxyxF44G3zZnb+koyMhl5sgmXyrV0TaFtzaILwInt5rIpKo2iraIyg1xNW6Z5x+n3ToPIUCPaA6UFFPZQUUjhDCEtgfxfyaDjRlrG/371rPnzNDE++OADt76eVqvF5MmTsWLFCkRGRiImJgbLli1DVFQURo4cCYPBgMLCQoSHhyMoKAgpKSlIS0vD008/jZkzZ6K8vByvvfYamjVrhnvvvdetY6s3ygYG8rWiFLeiSDsMOT8DGe9KiWrldA3nHXPwolKlBDm2Vhsmlc+ThO31y46zpe11K5M9S7oyWuQFNXNcRqhWpPh7ZaMYEbSYTZhAYn7HY1THMzCCPrtcXky5cCr8nZ4z7AnyjpUXmhNl5MlQWU7MOl63IbY+G3mSjF/jyXAzOelKlBK4NFbhVfa25q9lkziW562iCzTnlDgqv6iGRXieUU+OoJBWdC+5VNOiF7ZJ2QDNidbhSaIR0Ctqy4sG4OI+xTACKYZYECxb/Xa+pX6LPmW87u/f+5VNuSx0//vf/0Klsl+dbOzYsRg4sPH/cZoU2RnkWY2MU6xQFVSXkwEJanP9WxnryUbeGjrwNvDTh+ZJO6w1Teq6CqmHt9acaBMYYZ4wr56jnyuKaJIPDKFJVjRS3GJQMyA4Ulp9K24Sop16np662Xo5hnjAgAFuf805c+bAYDBg/vz5qKioQFJSEtasWQOtVotLly5hxIgRePnll3HPPfcgNjYW77//PpYvX45JkyZBFEUkJyfjX//6l92YXq9x4G3gm3/SBHP5F5o0+txLMeZ/HAYu/0QVSK6crbmMj6CSkiYjSNRpgqlaiL5CCkMotN+VzB61bZcqi9e7jJz8ZjB/v+Eu+vnjyeb3KJeSaKorzO2Aq8sptrGsAIj7P3r87Fe021JdRo/Jk6EcCqWXvdUasg15ArW3fSzjig018iQZv8XTISXV5TRXqNTkrMmUSp/aC50xVlNSqWg0X/cGPXDuf3DolVVryYFz7lvLfBODjsJ9Cs87bnwkYy/e3qgDDHVpZS+ak81Mr2GgufLkDinBu5JsVylQ62JbDWlTXpon6yR0N2/ejJSUFLRs2RJbt26t8VxBENzmyTl//jxGjRplc3zx4sX+2bLQG9TmGZEfNxoAVZDl444MI/8kTCVSRJFijwICSajqyszeXdEAFP1O3qEOAyk26bdvKfbJoAMS/gGc/04K/NdT5nlVKdBjNBXql1fKgsoyEcZTN1sfjBP87bff8MYbbyAjIwOlpaVo3rw5kpKSMHv2bKc7F6rVaqSmpiI1NdXmsZiYGJw+fdriWEJCAt5//313DN+9mBonVAOXDpP3Q19Fi61vFtJWe7W95BBQfVp5Z6FCsg1tCMXICQE0wVReA0rzpInMKjxH9pD6IpcO0qLSppKDlGwnxxoLKimRpyUJ1OwMWii07Ezit/sd5utdGQpVlAXknSDbGDgDSH+d7FUQSGj8aZ1lrGR9tl1Z4PoW7g4pqU0gyfNTRREtwArLKLEMsA2dUW7NV5eTyNWESDHyDoSuQQdUltgXq9XlivwUF3AU0+8ItZbErLzbYqgClJVwKgH0Gk+fNfcYzcNytRRNCHDvWvt/Q+udLnfblBfnyToJ3Xnz5uE///kPWrZsiXnz5tV4rjuF7unTpxEWFoYvv/zS4nh4eLhbXp+Bc6u4ztQhy643xuFkI0hVFwwkMK7nmJNuNFKijRyP2PYmOn52N23H6CspI/z/FgE7HidxUlVMk6VoAE59BrSKA8Ki6GZhXWs3O4MEtUpNr9VQsUY+Fid45swZTJo0CRqNBikpKYiMjER+fj727NmDvXv34pNPPvHPNt3KTmAGvbmt5uWfKSwm7ziJO2XGs7LiQmAzIKoXENUbiIoH2vQGwiJJ1J7aBaQvl7y1xVLMrMpOKT5ltQIt0Lpnw3ccdAmRQoBUGvseZYMeQDWFXAgqoMMAYMgc83V95APy2ga3NJcxkhk0wzz5yzZxdreUUKOm966usLQTH7Mhd/LGG284fa4gCJgzZ04DjsZDuDOkxBmBJM9fW/5KIW6yA+XgWrru5DlN3mk88SktXHWldH3XJHJllOED1tht8OIsdaysEqClOr5Gg9W9R1pkG/XAsU/ItisKaUFuqKQxVpZQ+bSRiy3/ho5i692JF228TkL3q6++Qrt27QAA33zzTYMMyB5nzpxB165dG661KEM4EqvKG40cmmAP61V3wgTa4pTb/GqCLb1exmr6WaUCjCIlxsjG0KITGYOcLNPnTxTvC5EKcJfk0I3s6lkSyq26moWyjNyz3FHcliPqur3iY3GCy5YtQ/v27bFx40aLygYlJSV44IEH8Prrr2P16tVeHGE9sSdo5eYJBWfMojb/V/Iq2kMQyFvb+RYqExTdG4joQBVHAoIUX4F0fVZdA0ouW4lCQ81zo0FHIttX0VdR2KESQU3hSwWnzMdEkf7G1lnsyiQYufqCfI61TcSNpHjGqlLJFoMt7cTHbMidvPXWW06f6zdC153b3/YEknzcuvxVUAQ5U2SKs2jBJQtkgJIoAzRAmbTTIso5I2qQ6Kxjvfj2SbQzUlFZ+7nuoHVPKW9A0ZIbgGncqgAKGTLopTlbCo2QvdF5x2k+Vy4YLFp1V1Hoh3Ut3friRRuvk9CdMGEC3njjDQwaNAhpaWn4+9//jo4dOzbU2EycPn0aXbt2bfD3YRzgzErMetU9UPLqJD9mXlGnryRhKhukaKBJT62hgH5ZQNszhthkOufqWXOf8uoK8tiJBuDKGWDLVCoVJaiA+PE1xxU7wpXtFbnFpKOuMh7m0KFDWLRokU35roiICEyfPh3//Oc/vTQyN1FRTLHaxReAvF/pK/84iVx7iV0QqA5sVDx5a9v0osLqai2JWHUgCa+AIHPLXsBywdNhIIXc1DVeVlmizxexrg+qCQYKs2DTpcm6Nq4yccWevdgTw3H/R2FJ4dG2u0J+HGsrN25pcsQmU5USo97sbHAFa4GkCbF/zWWlA9f+sHyuWmsrkOXE6crr0s6MdI0HaKmEnqEaaH0Dtd6tTfSqtcBtCyn2/PgmaeFtr7tofVCGQwlAb2mnPPNd2lVpEUsLek0IEJ0AdB1OYUIVV2B2KCkwVNMcqpzH5dj66ioARvp7WYvh+uJFG6+T0K2srDS1Bt22bRsmTJjgEaF75swZdOrUCZMmTcLFixcRGxuLf/zjHxg6dKjFeS61FWVqx5mVmFIMX88B9iwxl1RSGsulTIoJFI1A844Uv6hsxQg4NoZWXUnoGnSUMRvWFmjWXvLuGun7obXUnebCPqDvFArKtxdX7AhXtldq6yrjYTQaDTQa697qhFarRXV1HWPCfInDG2hSufyzuZuZNWFRZkEbFU/ftaEw7R6YhG0giVt7SbX2Fm433EWxfdcums9TBbgem+cLqLW0CCi6IMUdgz4TjFL3JzXQTyrbZ2+noyZ7sSeGVWoqgm/PPjjWFkaj0WGSd6PEoAOuSQ1IVCraRlcF0HUgf8mlKFVq6TGrz28tkBxdc9kZgDaYwpGMenKgQKB5QaWma7zNDfSzXKEBgjmHJLgFCb6ECdI95ig5TXRlcBhekDRV4RX9isLq3I1Ko0iAE4E9L0tjBiXeXTlLc+29ayzzY37dRtVfyq9alS+UQoeU86EcppD5rrkZTE3zn6tJZV6y8ToJ3ZtuugnPPfccli9fDgCYNWuWwwlVEAR899139R5geXk5Ll26hJYtW+KJJ55AaGgoPvvsM/z1r3/FunXrMGTIENO5LrUVZWrHmZWYRcHpaslLa3Ujik0GJv6bbiJnv6LVqCbUtui1I2MYMgfIVghllYpev1kHyhaXYy/L8kkEVRYD496m2KqGDEPwsfjCPn36YOPGjRgxYoTFpGk0GvHhhx+id+/eXhtbvagoBnZYbetqw8ye2qh4CkMIjZQeFMwNGjSKcARnhIQyvltXYrlw6zkWOL1T8lKp4LA+dGPAIMXZjl5uboqR8ba5Isqtz5jr4369kAREYDjZcWxy3RfBPmAf3kQURXz++efIzMyETqcz1b02Go2oqKjA0aNH8eOPP3p5lG7i2GZgfxrZiTaMFpuBYdLP0leg9c/h9D24ubTwkgRwVDzQtg8JZQhUYcBQTbssHaXmN/K1GAJzPXdRpHlAHQic3gUc30wL3za9aKF7aK20pS/Sjt/v39Pxox9JnlkVaoyhPb6Vdpa6DKdQoBrqmLuGmhblVcpks2LpB+m+Y6gChAiKO5YbTCRMMNcN1gTTZ1DuLrW5wdYGla26a7JnH0y+ro06Cd1XX30V77//PoqLi7Ft2zbEx8ejVatWDTU2ANRd6fDhw9BoNKZC9L1798Zvv/2GNWvWWAhdl9uKMrVT20pMKYblydKesSi9PK6UElIKZV2puUZpSCRluF/PhemmtW8lhTsMmgloHHQesh6HK9srPhZf+Oijj2LSpEkYPXo07rjjDkRGRuLKlSv48ssvkZ2djfXr13t1fC4T3By44xWqvtGyK4na5h0UiSCysJU8trLn1lkPmTLrWBnfDZGuLVmoFZwyx7sZdOSFCoww16D29XAFay7uAw68RY0zZJTZ11npVJ1CblpRUUhhSLXZi/z3bNXN7EXzAfvwJmlpaVi9ejXCw8Oh1+uh0WgQEBCAwsJCqFQqTJw40dtDdB+/fALk/OT68wOCFAJYqk2tDaefQyLp/t+ys9S++iyJ3kEzaUexvBi4dAAoL5K8nwapGZKedoOu/gbcMJZC3S6kk822iDXvCpp2aWpJFCsvoAoiv30n2b27ha7Bfv1dwPxeRj3F7Ga+S5/19++pU6EcTteqG1VdkOdGqIDii+ayf0qs53E53EN5XiNcuNZJ6EZFReHpp58GAGRkZODRRx9FfHx8gwxMSWhoqM2x7t2723iMfaataFNFKYaj+9QsFl3dwlAK5V8+oZsMjDQJJz5IRv/HESD3KN0Idz1B3rc7XqEkG2WcmLtWpj4WX9i7d2+sWbMGy5Ytw9tvv23qhta7d2+899576N+/v1fHVy8GzaDJq/wq/S43aXBF2Cqxzjrueps5vrta2vaThRqsYg2NekAdQIsqQSDB6yiswle5kE7f7YXhyBObkjLFFq09W7b+e/abRrG5PmAf3mT79u0YM2YMli5dilWrViEnJwdLlizBsWPHMH36dIsGTI2eu1YCx7dQyEBVqdQSXvlVZj6ut5PIpa+kL7m2sz1qqoRgQloACypz/WtDFXDiMwAGKXQigESuXifF7kuNHIx659oCmxoheQlZmIsAYKRuoeVXaGe18DzlyvzyMTWaCG9r2eTFGvmYo7nRxxw7zuByw4hvv/3WneNwyE8//YSHH34YGzZsQEJCgun48ePH/bNEkr/Q0LE4NXmGqyspQenrBUDWXoqrXHMbMPw5EsOBUvUFR9m8rohfH4ovLCsrw6BBg7Bp0yZUVFSgpKQEERERCA4O9vbQ3INKTfF0ckiCyrp0gAtYd/QqyzfHdwcHmZMrOwyk2pRfPgNzEkuwOc489xht8Tc2OtUQc9thIHnTTIl4KiChFs+j9d/z6jnL7nNNlLy8PIwdOxaCICA+Ph47d+4EQOFG06dPx5YtW/Dggw96eZRuIjwa6P9XoPgSahWBRj0JX10ZCV9rYVylEMfy79VlVueV2a9zC5GuRbuPKagxh0wWyoL0s3QMkEKY1JLz19gA4QsC0LqHZSUUh4j0p752SQq9EIDAarp3jVxMc5tBV7tArS323lOOHXtdLF3AZaHrKXr37o2YmBi88MILmD9/Ppo3b46PPvoIP/30Ez755BNvD4/xNvYEpiYIaJcI/Gk9xVr9sJS2f758Gjj9BfB//wLa9LS/Mm2E2zLWJCcn47bbbsO4ceOQnJzsPwJXJsiFXRt5QaQJsayrKRM3knrKV0v1JmUhZ32TPfA21eZUxuUadOZqG9kZlLldVmk14floHK8QAPQYZQ5bsGcTcsjQvpWUbJMwsfZJR9khTRBsqzY0UUJCQiBIu0qxsbHIzs5GZWUlgoKC0LNnT1y65Kj9bGNFoMWOSWSK9oWgoAKCtbSAtUC0+GaL4gFRSrK6uB/4/hVzPV15u97CMysnoTlbw1aqy+twHM4m+ApW1ScU9wXT38XqTTQhVP/WWVr3IKGrlz5b1TUKW8jOsFyw1zSv1ea1ddWxU5eQRTfW9vV5oavRaEzbsHPmzEFJSQni4+Oxbt069OrVy9vDY3wVlYpaDvebBnQaDHyziIzl9z3A+juAW58m7669ZLVGti1jzV//+lfs2rULn3/+OVq3bo2xY8firrvuQs+ePb09NO8gh6jIdSeDW9p666P7UIyfXPMZsN3CP/AWcGqH1YurKFxCLl0nTxAB12nSNeFjIlcbAaQ8bztxOPLW1HVik1/XDd4Yf6JPnz7Ytm0bbr75ZnTs2BEajQYHDhzArbfeivPnz5vyUPyGAC3F0TuDKFqKPTk+XjSaf/7jMLXujk4AIFBlhLYJQLubzM+78CNtzwfJDaWsxKX8c0gUUJZr+56iUQpbMILctGrAUGE+Lo9H+bNpvLV5dB0I/ZqoLrPq3GjtXbb6XlVK45LvY2ot1aDXhlE+wehlTtiyAHRJofH2+TMQO6SW852grqGC1rtCZ3f7r9AFKDb41Vd524txgcBQoG0iMO4dqnP4w2u0wv3qeeD0V8DIRcDgWWRMgM/F27rCrFmzMGvWLPz666/YsWMHdu7cifXr16N79+4YP348xowZg8jIyNpfyF+QvfSCmm6cKjX9bt2ZSxtGJe/kTl5Kz376SkqAtMFIE4my3vPAGcD/FsBi8rGO8xMCKK43LJqK2tcXQVUH7xQsJ057CZnuuO6tOxUymDFjBqZOnYpp06Zh7dq1uPvuu/Hkk0+iX79+2L9/P26//XZvD9F7CNbeTiuy0oFPZ0kdwarJltVa2xKWbW+kXbzaal5f/c0ct6usU2sag+JnubqKKc4XAALMibCm8yR7V9q+CVkQA4AkpEUDfR4LEa0Qz3apxbtcYrUrYKofT6VhsWGMVaJfOFVSkb/0FUDOz/TZVFL1pLJ86fwIOkcbRq3QrT+/8m+gDO+QFyUhkeRQqLxGv7fraz7P+u/ecwyQe1y6r5XVa1eoUQhdhqkX6gCgWVsgaQqVovnuJeD8d0DWD2T0Nz8F3DQZCGlBBuZD8bb1IT4+HvHx8Xj66aeRmZmJTz/9FK+99hpee+01HD9+3NvD8xyyl9VQSf9fo4Fu9DV15oobSXHehb+Tx7asDvUxq8ulFp06xxOWHNen7OJUHwICrTzINSAn2pzdbS4n1IhKBTVm+vfvj82bN5uaSMybNw+iKOLIkSMYNWoUnn32WS+P0IdRhpUV/U5mFR5tP4Y0rI0doWunVJholBa+UsdO0YM1sU2iWSXVENaaf1YmzimFoyi1+DXqzS2ARUkwK73MteFMop/M3tfsH1epAY11VQzrMnKK46X5FFJx7RJ5ljWhQHG2ZY6Fcl3Q5VYaX84vQLcRQP+ptY/VASx0maZDUDPa5hq7isqt/PAKrSz/9wJw5ivg9n9SySqt/8S06nQ6fPfdd9i1axd++OEHBAQEYMSIEd4elmexLpljL0bNXicvg44mA5UaiOkP5P4iVR+wEq6GKsuJVhNClRfkCUfuzGf5JKvtSJm6xg5KBLcChGvk6bKXwR7ckrY0jdX02nLcrB/EpDcmcnJy0LVrV1MYkVarxaJFiwAAFRUVOHHiBJKSkrw5RN9FuRjVhJCwsxdilpVO4UYWOKqHq6J6vIIaiLudvLyF552rtGCPujSQUYrSuryd3FhDkBtsaChUz+K42vweAcFA/D3AxQygLI/CPNonAee+oZwVuY5w2wQK+SjJMZdQFEVaROurbP8mRqn0mcPyZ7XwuVQTXRNiKYitRXLrOKD3ONfeQ4KFLtO0CAgEmscAN04COvSnRgC/fUNxXR/cDQxLBW66nyZ+deM0D6PRiPT0dOzcuRNff/01ysrKkJSUhOeeew6jRo1CWFiYt4foeZzx0ivP+exR6tonCPRdX0W1Kc/uJhH7xyGFGFVZTrTV5TT5GKSJQTTA+WQ0F2L4ABpjcAvayi08Z/u4QUcTR5sbgNI8oNtt5hq51jHprnY9YmplxIgR+M9//oPExESbx3766Sf84x//wM8//+yFkTUC7C1G7V2n2RnkLTTVsxaAmH60Q6OXYm0FFZ2ju06niAaqzhPSCjblA+uCJ7okGg225f4g0M6TvoruPQFauieoAsjrmrWXFuoqNXAmn0IG1IHUWVQTTK2LQ6OADoOAyB70+nlHqRVy25vob6avtF8mrkpRDcO6bJzF8VIanzXV5fRVVuD4M6s1VDXJRRrnTM4w9UEQgNBWZOBjXgdOfW7O0v1mIXDuf0DKfCCql2sZ/l4mOTkZxcXF6NChAx566CGMGzcOMTEx3h5W40PufCYLWjnmNCsd2DKNBC8EIGWe5UTbYSAtklx0CrlEYARNYqWX7T+uKweCI6gFd0hLEuwHutAEo8zEBjiUwc2kpqbi8mX6v4iiiIULF9pdbF64cAHNmzf39PB8G+vyUtYLVkddOoOlv6O+Euj7INDrbrqudWXkwY0daptYatBR98XgFtQIwgYpllewruDgA6i19KXXUfhFlSQojXqgqpjC9ACYdoxOfU5/05PbzeFVpXnAlZOUqDpmOdDreUWYhBweYTSHTMix0rLodlQ1QomhuvYycdYiWVBT+/V6wEKXabpoQ4CA9kDvPwExA4DvXwbOfU3F8zfeAwx9AkiYBIRFkie4kXD77bdj3Lhx6Nu3r7eH0nhJmEDJZ3IVhoQJ5sdik4F71zr2esYm065A5rsw3/TdWHVBCCCnk8l7JABDZlO87e551PnJOvRBEEAllqTY4Ooyy7bGd6+m8/Yuo8fC23Eog5u48847Td0IBUGASqWyaM0NAGq1Gn379sVDDz3khRH6KLueAg6+Rz/XpbyUo4Ri5bEdj9p/rr7C3AFQRh1I3cWunJXi7n1M5AIUPmWQxG2NtxoRgGBZCeWXj4G84+bGHSFVwIV9QBqvG7QAACAASURBVMdB5ElVa5x4f70isc5g9jqb4oil74KKvM3BLWsbqBlBBbTq4ty5DmChyzRtVGogvA2gDQLufI1idb9fAlQUAd++aPbutukJBDV3reuWh3nxxRe9PYTGjzNitiYBGB5N5e0ENXlKaoq5VQdRopzNcS15QNQa8lDpKqixQ3g0bbMaDZSs0WW4edIauRj4zwTbzmyiga5p2RtlqAYEkTwyhkrqMvj79+RFkZN4NKE1l9fjEAenSElJQUpKiunnxYsXe6SjaKMmKx04vEGyGwGAsW7lpZQNhfYuN1/HFzOA/W868Ng6ILQ1xe0aXWztbTdG30sIAUD7vrQoBujvmX+SqixAuh+UXZXaBdeAte2rA+CUnFR6g+0JYlkUW5Saq0coiQQLXYYBaOtXHURbJO2TgB9epRvrxf3Axj8BQx8H+kwAQiOpZBnj/9Sl+ob1FqucOGM0kEfI2kukDZfiBIMpOeTMV7D1cAgkapMfs0ygy0o3e7gi2gHJUlKHPPlEJzhojSpSG+yEiTSRHVoLVF4nb+/1XBprRDs6Ve705ujzu6t9dhND7ihqNBpx7tw5lJSUoEWLFujSpYupkQQDuo5N4T8KL6QzKJvDpL9OtiOK5K00uCBWrct11RW3i1wXm8/I1VaKssh2lTYrCIrNJwOQ+R7Qsov9hUV9bF+lhlOdLK0FcT1hocswMgFaIKItiY87XgG63Q7seZk8XN8tJu/u8BeA1t2lZDUntnQY/8dRBx9lpYfvpQofgkBNTHrdbZVUk2mnHJJArxndxzyRyJN43Ehqqyt3ZFNOPmX59FxVAHlolGhCgGFzycsV3NJcUzg8GrhymsIVtKHmigyA/UmMqzW4zPbt27F06VIUFpr/3y1btsTcuXNx7733enFkPoQmRKoeIom6HqPJpnY9ReFl3W6z31I6Kx3Y/DCV2jPoaDtfUHkmScxjuBIGJdB8VV1Oi+6AILPNtrnBzvlG4OAa+0LXE7bvrCB2Eha6DKNEEKieriaYWqO2S6Ti42e/IoP+aAJ52Pr8mQw9qFnNRc4Z/8dRBx+lRzi6j/1uYzI33EXtquVC+BDpOlRpzBPJgbcprhYiJcJpgoH8E+bXlicfXYmUlCJll8tbgMrWxkqPc0AQxSAnTDALc7krnCOPTW0tQhm7fP3113jmmWcwcOBAjBs3DpGRkcjLy8Nnn32GefPmoXnz5k2v/J89qsvpWpa3/dv3JZGb+Q49nvkbfVeK3ax0ilEvy6dr0iCLWx/rSug2HJVMs0ITDFRXmRtHVF2n+4pss9XllJxddhU2bZLt0Qhtn4Uuw9hDEwREtKcahP/3MtVY3PMyUH4V2PMv8iqkvAC06kolaTRB3h4x4yzWYQb1JW4keXL1OnN9WmtqC4NImEC1nSuK6XdBbdnYYt0oRTiC5OWSs5K/XgjctpAmn5IcQBSAnqNpApPHYv15a2r1u3d57R4bP+gg6A3eeustjBw5EitXrrQ4/qc//Qlz5szBe++9x0IXsFyIqSQb+Gw2PSZIOx3nvjafL+9olOVL9V+lhgtqqQlDdblr9al9mZBWJFCLLtiGRinRhlNMvtFo+VzZZuW/dWA1UFlExwQV0H+a/ddrhLbPQpdhHKFSUcUFTRBtlbXrS11iTu+iMk0fTQSGzCHvbnAL+moEyWpNGkdhBvVBfn59xbNaS94XQaCqDeHRNJEceMsq5taqksOlTBK7oa2pFqU2hLKolZ5Ye2NyJL6d9dj4SQdBT3Lu3DnMmjXL7mPjx4/H3LlzPTwiH8WemOp2G3ly5R2KbreZz8/OoIWfOhBAOYXtBLeg3bffvjPvuvgT5VcpvKNZB+DqGfvnaEKAHnfSzs+lTPPxVl3NPyv/1tdzzSFRNd3HGpnts9BlmNoIDCPPWkAQcPsiusF+9xLdaL5fQp6FEQuoKLk2xNujZWrCUZhBfZFr7LpKdgYJ3cg4Epjh0RRLCwAfT7bzBDUsCvVeygSgIpEcFk3xia7GzjVCj01joWXLliguLrb7WGFhIbRarYdH5IMoM/qHKYS/HKZw7msgLIoE2YG3ye40IXQ/lj22LWKB5rFUUaAsn+xCpTGX4GqUWCehGanhxdXrjp8iGoEWnWjH6OPJ5NlWa+kekZVuuZPjx3bO7ieGcQZ1ACWqhUYCXVOA+zZRggRAXbI+mgCc3FHzazDeJ24kTXo1hRl4gw4DyXtqz4vayWoC6jgEGPBX2l6UEdTm5hZlBfWPnYtNJpHhx5OfNxg8eDDS0tKQnZ1tcTw7OxurV69GcnIT/3vLIQiH1tP3rHTLx+98FRgwnRZ25/fQ7syBt0nQyq1sIVIL23O7gZ//TfVvRWMjF7kAfbY6Sja1lkIbAOCWp4FmHSmM4fQu+vseeJtClaz/zgfeBlb1A1b1p58bOezRZZi6ENycPLuqAOD2Fyl297uXSFzsXQbcONHbI2Rqwl1hBu6mJi/qpH8D/51MjUw6JdPvAJX/+eVj8mzpysjhE9SCEtsSJrBI9UEef/xx3HvvvbjzzjuRkJCAyMhIXLlyBb/88guaNWuGJ554wttD9C7OZPTb25Vp1gE2Hk9RpC5h+ipzXK8jQlpT2NC1iw3xqdxIHWOMjXrgxDaK/wekHACjVD9bRzuS2nDLpNMDbwNfPmt+r6+epe++cq90ARa6DFNX5ES1ikIg9mbgvpuA41uBzjd7e2SMM9Q3zKChqGn7UBa3SpQtiX/5hI7ZE7i1lWRiPEbr1q2xbds2rFu3DgcPHsSpU6fQrFkzPPjgg5g6dSoiIyM9Nhaj0Yi0tDRs2rQJJSUlSEpKwoIFC9CpUyePjcEGZ+LD7SV/RveRkjmlZCrZswvYb/SgDrT08OpK6tZEorFQXQ4YpcYzqgDzro/RAFRXUltw60XF2d2wENRiHZt1+CAsdBnGFVQqCmMICAbUaiDpIQptYBhPU5NArq0kE+NRDh48iBtuuAFPPvmkzWNFRUXYuXMnRo8e7ZGxrF69Gh999BGWLFmCqKgoLFu2DNOmTcPOnTsRGOillufOxIc72pWZ+G/zgu/CPuDqWbpPG60aDgQEA5O3APtWUvhDSCvgel6DfSTvogIgSjHKcl1tNcU033Qf/Q2tFxVxIymBTxa7gsp3QrxchIUuw9SHwFAgIJBasTKMryGXYLJXkonxOA8++CD+85//IDEx0eaxo0eP4rnnnvOI0NXpdFi3bh1SU1Nxyy23AABWrFiBoUOH4osvvsC4ceMafAwOcSYxyt6ujPJ5yuoqgiTsRCPZQcoL5vMKTpMQ1oYAVSWujzm4pZ2GL+5ASqJrdxOFIZRdASqLqdqC3BY8MJwqTFzPJVEa2oo+b0x/4MSn1DxDE0zdPfNP0svKOz9Zd9suKuS/68E19P79pzVqby7AQpdh6o86gLLkjX5Uo5HxD2oqycR4hGnTpuG338ibLooiZs2aBY3GtqtiUVER2rVr55ExnTx5EuXl5Rg0aJDpWFhYGHr16oVDhw55V+i6A2uvr6OGLUrv8dbp9tv9asOBLrcCp7+gmF8lggro/wh1OtzxKHmRZVr3BJKm0hg0IcApB8nKETHUmOjc11I3OFB4XEAwoA0jb+ttCy3Fv7IyRU2Lgl52hKwSR4sKXw3vchEWugzjLriGLuNrKEsycYyuV5g5cyY2bdoEANi2bRvi4+PRqlUri3NUKhUiIiIwcaJnklnz8mirPioqyuJ4mzZtcPnyZY+MocGxFmu1Cb0hs8kLbDQCMJJQ7TBI4f1MB9JXUrmyiPbmhizye4x9g0p46cqojfbo5fQ8+XFlo5rC87Y2aR1rDzgWqc6WA/PzsmHOwkKXYRjGn2Fx61X69u2Lvn37AgAuXbqEJ598EnFxcV4dU0UFddKyrtur1Wqh09kmb5WUlKCkxHJrPzc3t+EG6A1qq8hSm2iMTaY4YUfitDYvqb3XZ5HqFljoMgzDMIwH+PDDD709BABAUBC1LNfpdBZiV6fTISTEtunNhg0bkJaW5rHxeY36btmzB9UnYaHLMAzDME2Itm2pQkx+fj7CwsJMx/Pz89GtWzeb86dMmYLx48dbHMvNzcX999/fsANlGDfg90LXYKDSIn63zcI0KuTrT74eGVvYVhlfwd/ttWfPnggLC0NmZia6dOkCACgtLcWJEydw33332ZwfERGBiIgIi2Nsr4wv4Iyt+r3QLSigItC88mR8gYKCAu8WZPdh2FYZX8Nf7VWr1WLy5MlYsWIFIiMjERMTg2XLliEqKgojRzpXM5XtlfElarJVQRRr6ovX+KmsrMTx48fRunVrqNVqbw/HhLzts3HjRkRHR3t7OA1GU/icznxGg8GAgoIC9O7d2xQfx1jiq7YK8HXsLzj7GZuCvRoMBqxYsQJbt25FRUWFqTNahw4dnHq+r9orX8f+gTtt1e89ukFBQejXr5+3h+GQ6OhoxMTEeHsYDU5T+Jy1fUZ/9Ay5E1+3VYCvY3/Bmc/o7/aqVquRmpqK1NRUl57v6/bK17F/4A5b5cKfDMMwDMMwjF/CQpdhGIZhGIbxS1joMgzDMAzDMH6JeuHChQu9PYimSmBgIAYOHIjAwEBvD6VBaQqfsyl8xqZOU/gf82dk/IGm8D/mz+g8fl91gWEYhmEYhmmacOgCwzAMwzAM45ew0GUYhmEYhmH8Eha6DUReXh7mzp2LgQMHIjExEdOnT8fZs2cdnl9UVIQnnngCAwYMQP/+/fHCCy+grKzMgyOuO3X9jP/973/Ro0cPm68LFy54cNSu8/vvvyMxMRGbNm1yeE5VVRX++c9/YvDgwUhMTMScOXNw5coVD46ScQW2V1vYXhlfhG3VFrbVmmGh2wCIoohHHnkEubm5WLt2LTZv3oygoCA89NBDDg1szpw5uHjxItavX4+0tDTs27cP8+fP9/DInceVz3j69GkMGzYMP/74o8VXYyh4XV1djdTUVJSXl9d43oIFC5Ceno5Vq1Zhw4YNuHTpEmbPnu2hUTKuwPbK9sr22jhgW2VbdclWRcbt5Ofni4899ph4/vx507GTJ0+K3bt3F48cOWJz/uHDh8Xu3buLZ8+eNR3bt2+f2KNHD/GPP/7wyJjrSl0/oyiK4n333ScuXbrUU0N0K8uWLRMfeOABsXv37uInn3xi95zLly+LPXv2FPfs2WM6lpWVJXbv3l08ePCgp4bK1BG2V7ZXGbZX34ZtlW1Vpi62yh7dBqB169ZYsWIFOnfuDAC4cuUK1q5dizZt2qB79+425x86dAitWrVCt27dTMeSkpIgCAIOHTrksXHXhbp+RgA4c+aMxWdsLBw8eBAff/wxXnnllRrPO3LkCIxGIwYMGGA61qlTJ0RHR+PgwYMNPUzGRdhe2V5l2F59G7ZVtlWZuthqQL1HytTIM888g23btkGr1eKtt95CaGiozTn5+fmIjo62OKbVatGiRQvk5uZ6aqgu48xnvHz5MkpKSrBv3z689957KCkpwY033ojU1FTExsZ6ftBOUlJSgqeeegrz5s1D27Ztazw3Ly8PzZs3R3BwsMXxNm3a4PLlyw05TMZNsL0SbK9sr74O2yrBtlq7rbJHt4GZNm0aNm/ejDFjxmDmzJk4fvy4zTkVFRXQarU2x7VaLaqqqjwxzHrhzGc8c+YMAEClUuHVV1/F8uXLUVZWhkmTJqGgoMDTQ3aahQsX4qabbsLYsWNrPbeiogIajcbmuFarhU6na4jhMW6G7ZVge2V79XXYVgm21dptlYVuAxMXF4c+ffrgpZdeQvv27fHhhx/anBMUFGT3n6XT6RASEuKJYdYLZz7jLbfcgoyMDCxZsgTx8fHo378/Vq9eDVEUsWXLFi+Muna2b9+OQ4cOwdnmgUFBQaiurrY53lj+jwzbqwzbq+//H5s6bKsE22rt/0cWug1Afn4+duzYAVHRdE6lUqFbt27Iy8uzOT86Ohr5+fkWx3Q6HYqKimy2XXyFun5GAGjevLnF7yEhIYiJiUFOTk6DjtVVtmzZgqtXr+LWW29FYmIiEhMTAQAvvvgiRo8ebXN+dHQ0rl27ZuMpsLd9xvgObK9sr0rYXn0XtlW2VSXO2ioL3Qbg8uXLSE1NxeHDh03HqqurceLECXTt2tXm/P79+6OgoADnz583HZMD5fv169fwA3aBun7GdevWYejQoRar6+vXryMrKwtxcXEeGXNdee2117Br1y5s377d9AUAs2bNwrvvvmtzflJSEgAgMzPTdOzChQvIzc1F//79PTNops6wvbK9yrC9+jZsq2yrMnWy1fqWhmBsMRgM4gMPPCCOGjVKPHjwoHj69Gnx8ccfF5OSksSLFy+Ker1ezM/PFysqKkRRFEWj0ShOmjRJHDdunHj06FExIyNDHDFihPj00097+ZM4pq6f8ffffxcTExPFxx57TDx79qx49OhR8YEHHhCHDx8ulpWVefnTOI91CZT8/HyxtLTU9PvcuXPF4cOHi/v37xd/+eUX8Z577hEnT57sjaEyTsL2yvbK9to4YFtlW3XFVlnoNhDFxcXivHnzxOTkZDEhIUF8+OGHxVOnTomiKIrZ2dli9+7dxS1btpjOv3Llijh79mzxpptuEgcMGCC+8MILpgvZV6nrZzx69Kg4ZcoUMSkpSezbt684e/ZsMTs721vDdwlrY+zevbu4cuVK0+9lZWXi888/L/br109MSkoSH3vsMfHq1aveGCpTB9he2V7ZXhsHbKtsq3W1VUEUFYEgDMMwDMMwDOMncIwuwzAMwzAM45ew0GUYhmEYhmH8Eha6DMMwDMMwjF/CQpdhGIZhGIbxS1joMgzDMAzDMH4JC12GYRiGYRjGL2Ghy9RKRkYGevTogX379tl9fOvWrejRowcuXLjg4ZExDKOEbZVhGgdsq56DhS7DMAzDMAzjl7DQZRiGYRiGYfySAG8PgPE+KSkpGD16NKqrq7F161YAwM0334znn38eLVq08PLoGIaRYVtlmMYB26rvwEKXAQB8/PHHiImJwaJFi1BYWIjly5fj/Pnz2Lx5s+kco9EIvV5v81yj0ejJoTJMk4ZtlWEaB2yrvgELXQYAIIoi3n//fURERAAAWrVqhdmzZ2PPnj0IDQ0FAEybNs2bQ2QYBmyrDNNYYFv1DVjoMgCA4cOHm4wRAG677TYEBATg4MGDuPXWWwEA8+fPR0JCgs1z9+zZg7S0NE8NlWGaNGyrDNM4YFv1DVjoMgCAqKgoi99VKhVatGiBa9eumY517twZffr0sXnu2bNnG3x8DMMQbKsM0zhgW/UNuOoCAwAoKiqy+N1gMKCoqAitWrXy0ogYhrEH2yrDNA7YVn0DFroMAOCHH35AVVWV6ff//e9/0Ov1GDx4sBdHxTCMNWyrDNM4YFv1DVjoMgCAgoICPPLII/jmm2+wceNGzJs3D0OGDMGQIUO8PTSGYRSwrTJM44Bt1TfgGF0GAHDHHXegTZs2ePLJJxEcHIzx48dj7ty53h4WwzBWsK0yTOOAbdU3EERRFL09CMa7pKSkoG/fvnjttde8PRSGYWqAbZVhGgdsq74Dhy4wDMMwDMMwfgkLXYZhGIZhGMYv4dAFhmEYhmEYxi9hjy7DMAzDMAzjl7DQZRiGYRiGYfwSFroMwzAMwzCMX8JCl2EYhmEYhvFLWOgyDMMwDMMwfgkLXYZhGIZhGMYvYaHLMAzDMAzD+CUsdBmGYRiGYRi/hIUuwzAMwzAM45ew0GUYhmEYhmH8Eha6DMMwDMMwjF/CQpdhGIZhGIbxS1joMgzDMAzDMH4JC12GYRiGYRjGL2GhyzAMwzAMw/glLHQZhmEYhmEYvyTA2wNoaCorK3H8+HG0bt0aarXa28NhmigGgwEFBQXo3bs3goKCvD0chmEYhmkS+L3QPX78OO6//35vD4NhAAAbN25Ev379vD0MhmEYhmkS+L3Qbd26NQASGNHR0V4eDdNUyc3Nxf3332+6HhmGYRiGaXg8LnRLS0uxcuVKfP311ygqKkLnzp0xc+ZMjBgxwu75VVVVWLJkCb788ktUVlZi2LBhmD9/PiIjI516PzlcITo6GjExMW77HAzjChw+wzAMwzCew+PJaM8++yz27NmDxYsXY/v27Rg5ciRmzZqF/fv32z1/wYIFSE9Px6pVq7BhwwZcunQJs2fP9vCoGYZhGIZhmMaGR4VuQUEBdu/ejeeeew5DhgxBp06dMGPGDAwYMACbN2+2OT83Nxeffvopnn/+efTr1w8JCQlYsWIFjhw5gkOHDnly6AzDMAzDMEwjw6NCNzg4GO+9955NMo4gCLh27ZrN+UeOHIHRaMSAAQNMxzp16oTo6GgcPHjQfQPLSgf2LqfvDMMwDMMwjF/g0RjdsLAw3HzzzRbHfv75Zxw4cADz5s2zOT8vLw/NmzdHcHCwxfE2bdrg8uXLNueXlJSgpKTE4lhubm7Ng8pKBz6dCRgNwJEPgLtXA7HJTn4ihmEYhmEYxlfxatWF3377DbNmzcKNN96IiRMn2jxeUVEBjUZjc1yr1UKn09kc37BhA9LS0uo2iOwMErkhLYHyQvrdHUI3K51eq8NAFs4MwzAMwzBewGtC9+DBg5g1axbatWuHd955x66gDQoKQnV1tc1xnU6HkJAQm+NTpkzB+PHjLY7JZZ0c0mEgeXLLCwGVmn6vL+wlZhiGYRiG8TpeEbqfffYZnnvuOQwYMAArV65EWFiY3fOio6Nx7do1VFVVITAw0HQ8Pz/fbk3ciIgIRERE1G0wsckkRN3pfc3OACqKAVEPCAHu8xIzDMMwDMMwTuPx8mI7duzAU089hVGjRuGdd95xKHIBICkpCQCQmZlpOnbhwgXk5uaif//+7htUbDIwbK77xOj1XKCyCKi6Tt+v1xInzDAMwzAMw7gdjwrd3NxcvPDCCxg4cCCefPJJFBcXo6CgAAUFBSguLgZAJcjKysoAAFFRURg9ejQWLFiAAwcO4NixY5g7dy4GDBiAxMRETw69blw9B0AFqALo+9Vz3h4RwzAMwzBMk8OjQnf37t2oqKjAgQMHMGzYMAwdOtT09fe//x0AMHToUKxbt870nEWLFmHIkCGYPXs2pk6dio4dO+KNN97w5LDrTtxIQKUCRJG+x4309ogYhmEYhmGaHIIoiqK3B9GQXLp0CSNGjMA333zj2RbAB94Gzu4mkTtohufel/FJvHYdMgzDMEwTxqvlxfyaQTNY4DIMwzAMw3gRjyejMQzDMAzDMIwnYKHLMAzDMAzD+CUsdBmGYRiGYRi/hIUuwzAMwzAM45ew0GUYhmEYhmH8Eha6DMMwDMMwjF/CQpdhGIZhGIbxS1joMgzDMAzDMH4JC12GYRiGYRjGL2GhyzAMwzAMw/glLHQZhmEYhmEYv4SFLsMwDMMwDOOXsNBlGIZhGIZh/BIWugzDMAzDMIxfwkKXYRiGYRiG8UtY6DIMwzAMwzB+CQtdhmEYhmEYxi9hocswDMMwDMP4JSx0GYZhGIZhGL+EhS7DMAzDMAzjlwR4ewB+TVY6kJ0BdBgIxCZ7ezQMwzAMwzBNCha6DUVWOvDpTMBoAI58ANy9unaxy8KYYRiGYRjGbXDoQkORnUEiN6Qlfc/OsHw8Kx3Yu5y+y79/OhM4tJ6+y8cZhmEYhmEYl6iT0C0vL0deXh4AQK/XY/369Vi8eDEOHTrUIINr1HQYCKjUQHkhfe8w0PyYPVFbmzBmGIZhGIZh6oTTQvfXX3/F8OHD8eGHHwIAlixZgldeeQVbt27FlClT8P333zfYIBslsckUrtBvqm3Ygj1RW5MwZhiGYRiGYeqM00J3+fLlaNeuHe655x7odDps3boVkyZNwpEjRzB69Gi89dZbDTnOxklsMjBsrm28rT1RW5MwdifWIRMMwzAMwzB+itNC9+jRo5g5cya6dOmCQ4cOoaKiAuPHjwcAjB07FqdPn67zm7/zzjv4y1/+UuM5e/fuRY8ePWy+9u3bV+f38xkciVpHwthdcBwwwzAMwzBNCKerLhiNRoSGhgIg8RkREYGEhAQAgE6ng1arrdMbb9y4EStWrEBiYmKN550+fRpxcXFYv369xfFmzZrV6f18jthkz1dWUIZMlBfS71zdgWEYhmEYP8VpodujRw/s2rUL3bp1wxdffIGhQ4dCEATodDps3LgR3bt3d+p18vLysGDBAmRkZKBz5861nn/mzBnExcWhdevWzg6VcUSHgVTqjOOAGYZhGIZpAjgdujBnzhzs2LEDN998M65du4ZHHnkEAHDHHXfg8OHDmDlzplOv8+uvvyI0NBSfffYZbrzxxlrPP336NLp27ersMJma8FQcMMMwDMMwjA/gtEd38ODB2LFjB44dO4bExES0bdsWADBlyhQMGjQIPXr0cOp1UlJSkJKS4tS5er0e58+fx5kzZzB+/HgUFBSge/fueOyxx0xhE0pKSkpQUlJicSw3N9ep92oyeCNkgmEYhmEYxgvUqTNahw4d0KFDB+j1ehQUFKBFixaYMmVKQ40NFy5cgE6nQ2VlJebPnw+VSoUPPvgAkydPxpYtWxAXF2dx/oYNG5CWltZg42EYhmEYhmEaD3USuidOnMDy5cuRmZkJvV6PTZs24f3330e3bt3wt7/9ze2D69q1Kw4ePIiwsDCoVBRlsXTpUowZMwYffPABFi1aZHH+lClTTJUgZHJzc3H//fe7fWwMwzAMwzCMb1On8mJ/+ctfkJubiwcffBCiKAIAIiMj8frrr+Pjjz9ukAFGRESYRC4AqFQqdOvWDTk5OXbPjYmJsfiKjo5ukHExDMMwDMMwvo3TQve1115DYmIiPv30Uzz22GMmofv0009j4sSJ2Lhxo9sHt2vXLiQmJqKgoMB0TK/X4+TJkzZhCwzDMAzDMAyjxGmhe+zYMUyePBlqtRqCIFg8dvvttyM7O9stAyooKEBZWRkASoALCwtDamoqTpw4gVOnTiE1NRVFRUWYOnWqW96PYRiGYRiGnvCYSQAAIABJREFU8U+cFrqBgYEoLS21+9jVq1cRGBjolgENHToU69atAwC0aNECGzZsQGhoKKZOnYpJkybh+vXr+Pe//42oqCi3vB/DMAzDMAzjnzidjDZ06FCsWrUKSUlJaNeuHQBAEASUlpZi/fr1SE6ue8mqJUuW2ByzbiXcpUsXvPnmm3V+bYZhGIZhGKZp47TQfeqppzBx4kSMHj0a3bt3hyAI+Ne//oXff/8dgiBwWS+GYRiGYRjGp3A6dCEqKgrbt2/H1KlTERAQgI4dO6KyshJ33303tm3bhvbt2zfkOBmGYRiGYRimTjjt0c3JyUHr1q3x+OOP2zxWUVGBw4cPIykpya2D83my0oHsDKDDQM90G6vt/Tw9HoZhGIZhGB/GaY/uiBEjcPz4cbuP/fTTT5g2bZrbBtUoyEoHPp0JHFpP37PSvft+nh4PwzAMwzCMj1OjRzc1NRWXL18GAIiiiIULFyIsLMzmvAsXLqB58+YNM0JfJTsDMBqAkJZAeSH9Lh93xaNamzfW3vspz6vtcYZhGIZhmCZGjR7dO++8EyqVCiqVCoIgmH5Wfmk0GvTt2xfLly/31Jh9gw4DAZWaRKVKDWhCXPeoOuONtX6/DgPr9jjDMAzDMEwTo0aPbkpKClJSUkw/L168GPHx8R4ZmM8Tmwzcvdrsha2PR9XRc629vMr3s37t2h5nGIZhGIZpYjidjPbtt9/W+LjRaIRK5XTIr38Qm2wpKI984JpHtcNA2+fKXl6jgR67e7Xt+9U2HoZhGIZhmCaM00JXFEV8/vnnyMzMhE6ngyiKAEjgVlRU4OjRo/jxxx8bbKA+T308qvaeu3e54xhgTQhQXc6eW4ZhGIZhmBpwWuimpaVh9erVCA8Ph16vh0ajQUBAAAoLC6FSqTBx4sSGHGfjoD4eVevnWnt55RhgXRlQUUgCWOnpZRiGYRiGYSxwOtZg+/btGDNmDDIzMzF16lSkpKRg37592LRpE5o1a4bOnTs35DibFnJs7sAZQL+pJGary8nDq1IDoggIavpd9vQyDMMwDMMwFjgtdPPy8jB27FgIgoD4+Hj89NNPAIA+ffpg+vTp2LJlS4MNskmhrMCQ8bY5PEGuqmA0AIIAiAaursAwDMMwDFMDTocuhISEQBAEAEBsbCyys7NR+f/t3Xl4VPXZN/DvmclMJgshIZAESUgwoLgEZAlBIKK8SrU8bnXDC1vl5dXSB8GKuPTRAi1W0SpUxUqrUBCtorg/bog+uISSgNQHFNnERJZMEiAbSSaznfeP+5zMnkxCZrLw/VzXXGFOzpz5TfC6/HLnPvfPZoPFYsHw4cNx+PDhiC3ytBJqAoN3Hy97dImIiIjaFHZFNy8vD2+99RYAYPDgwTCZTNi6dSsA4ODBgzCbzZFZ4emmtXm4OROBwvnA+NmekWbcAY2IiIgoqLArurNnz8bMmTMxa9YsrFq1CldffTXuvfdejB07Fv/6179w2WWXRXKdp49wpjeEGj3WUW3tykZERETUA4UddPPz87Fhwwbs2bMHAPDQQw9BVVXs2LEDV1xxBR544IGILfK009b0hs7c7rezQzMRERFRNxF20AWA4cOHY/jw4QAAs9mMJUuWRGRRvd6pVFBLi4DqMsBlb//mFMHetzNDMxEREVE30q6gW1NTg2+++Qa1tbUtG0Z4u+aaazptYb2WXkFtqgYcNmDMrcDPHw8v/HpXXxUFyJ0CjLgxvGAaqnKbVQBseQY4WQGYEzjFgYiIiHqNsIPuli1bMGfOHNhstqAhV1EUBt1wHCqWkGurkefbngfqjgKlXwFGU+vtA/7V15Ts8KuvoSq31l2ArRZQ3YDNKc/DDc7s6yUiIqJuLOyg+8QTT2DgwIF44IEHMHjwYBgMYQ9sIG9ZBVLJBQAosvnD3g/kqcEoX0O1D/jvlqZXX8MJnaFeu3+jfDWapR1i53qZ6tAa9vUSERFRDxB20D1w4ACWLVuGiy66KJLr6f1yJkq7wrbnPcdMcRIy3S7A5QjdPhBsIkOw0GndJQF22FRPaA01zWHYVODgZsDVLM+rS+Wa0boZjoiIiChCwg66AwYMgNvtjuRaTh8/fxzod6aE0dSh8tXRICF38gOth0b/iQyHiuW1ihFw2YCip4EfNkml+MfP5RzvsKu/Rn8+fjbww/8AB/8HiO8v1d62gmuo6jARERFRNxJ20P3Vr36FlStXYty4cUhOTo7kmk4P42cDGXkSKgtmd3ynM1O8BE5VlRvUThyUP8eYAaddQrT+PqZ42VbYv+Vg4jzg2F45Hk5wDWfWLxEREVEXazXozpgxw+f53r17MXnyZOTm5iIuLs7ne4qi4KWXXur8FfZWW1cCny+VG9BMCR3vc3U0AnH9JKC6XVIprj4oIVdRpGKstzbY6wGDCUg6I/T2wuEG17Zm/RIRERF1sVaDrv8NZ6NHj47oYk4bpUXA5qVAc53vDWj61/ZUSfU2ArvW+pB7iTz0Hl1Ho6eftrle3rMeEq79txdmcCUiIqJepNWgu27dumit4/RyqFgquXoV1uWQtoIN/xdwNMnxc67yzMhtbapCzkRpffh8KaCoEqAvfgD45Zvyup2vAW4HUH9UKrrmRMDpACbNDrwWR4YRERFRL9KuDSMAoK6uDv/+979RW1uL/v3744ILLkB8fHwk1tZ76VVYwHMDWuX3QEOl9NdCBb59XW4mK5gdvK/Wm6NRWhJsNXLe50ulV3fXaxKoYQCSMgEVnrYFR6Pn9Xog3veRjBnjyDAiIiLqBcIOum63G3/+85+xbt06OJ3OluMWiwW/+c1v8Otf/7rdb/63v/0NmzdvxiuvvBLynObmZixduhQfffQRbDYbCgsLsXDhQvTv37/d79dtBOuJ/edNsmmDTjFIaN2/se1RXlkFMm3B5QQUSHjesVa+GoxAXDKQMUI2qgg2g/edOUDTCWltsCQDxhiODCMiIqIeL+xdH/76179i7dq1mD59Ol566SV8+OGHWLduHX7xi1/g6aefbjWsBvPyyy9j+fLlbZ63aNEiFBUV4ZlnnsHatWtx+PBhzJ07t13v1S3lTAQK53vCZGIG5K9DkedutwTSYVPlqx5Q663Aul/IzWze1xpxY8tLYW/QrqNK+HU55PsFs4H+w+Sr96gxt0taGlS3JwybWKUnIiKini3siu6GDRtw++234+677245NmTIEOTn58NisWDt2rW4+eab27xORUUFFi1ahOLiYgwZMqTVc61WK9555x2sXLkSY8eOBQAsX74cU6dOxfbt21uO9Qpp58iUBFUFYAByCmXsV85Ez3iweiuwfVXwGbl9MoCE/jJPt7netzUh70b5qrdAVHwnrRIjbvS0UTTVShXZkgwYYnxfT0RERNQDhV3RrampCTl1oaCgAFarNazrfPfdd0hISMC7776LkSNHtnrujh074Ha7MW7cuJZj2dnZyMjIwLZt28Jdes/gaATiUz2BdbDXDWF69ff4Ac+MXFX1bN9bWgRUl0nINZjkEdsXSEwHEvvLNfXKrdEMNB4Ddr8lLQuAtFGcey2QkCaVXXMCN4EgIiKiHi/siu6FF16Id999F5MnTw743ubNmzF+/PiwrjNlyhRMmTIlrHMrKiqQnJwcMLM3LS0N5eXlAefX1dWhrq7O51i4AbzL6ZVVtwuIsQQPmqlDZRczZ7NUX4dN9d0CWFWB3ClSHdartwava+14EWiokvMSBsiosS+fBArvAa56qvWpC5zIQERERD1M2EF32rRpWLJkCW677TZcddVVSE9PR3V1NTZu3IhPP/0Ud911FzZs2NBy/vXXX3/Ki2tqaoLJZAo4bjabYbfbA46vXbsWK1asOOX37TTtCYdtbdpQWgR8/y4QEysBduxMaVv4cpnvzWop2b67rnlf6+pnZbrC/o+Bmp8Alx1o+lImNOhTFoKt0ztM6xMZrLs8s3r19gkiIiKibiTsoLtgwQIAwNatW7F169aA7y9btqzlz4qidErQtVgscDgcAcftdnvQkWa33norrr32Wp9jVqs1YIe3qAgWDsMJu6HO2fkacLJSbkhTXVLVBTyVYP9pCsGupR9bfQVQr1XEXXbgpLX1KQt624MepoueBn7YFLxX2Pvzd6QCvHUlAzQRERF1irCD7qeffhrJdQSVkZGB2tpaNDc3IzY2tuV4ZWUlMjIyAs5PSkpCUlJSNJcYmn847IxxXYo2SUFRPMeCVYLbCplVe3yfO5t9WyX8X+8fpvV5vzFm2Wp4/0bfUNqRkA9IyN34YOsBmoiIiChMYQfdQYMGRXIdQY0ZMwYAUFJSgsLCQgBAWVkZrFYr8vPzo76edglVaQ1G37AB8OyG5m/EjbKhg6MJMMXJc533qLCtzwEHNkmfr6IAKTnAiJs8gbG0CEhMk7m5LWsd77nG1pWyuxpUAIrsspaRBwyZ7FmHdRdg3SkhV1Gk+uqttZCvV2xTh8pNct5hfP/G1gM0ERERUTu0GnSfeuqpsC+kKArmzZt3yguqqqpCfHw8EhISkJ6ejmnTpmHRokV45JFHkJCQgMWLF2PcuHEYNWrUKb9XRLXVc6srLZKtfxuPaZMUPgauWxW87WDS3Z5f63tXbk3xcvNZU7XsjgYAzib52lQtoRSQwKpXWk3xMqXhzIuB8b+RXt96q4Rzpw0SdA3AZ0uA2D7aNAejBN3xs6Wv98AmYOilgWE0VMhvqdi6gR8+lVFmcSmeiu+wqVLJDRWgiYiIiNqh1aD73HPPhX2hzgq6kyZNwp133tmyKcSSJUvwyCOPYO7cuVBVFYWFhfj9739/yu8TFa313OoOFUuVVlFkkoKjMXibQ2mRZ5LCiYNyTH9ur5dNIexBZt8azYDbKQHZ0eiptAJyQ1tWgYRfWzXQVOP7WgUAVJnLG9sHcNlkbYBnx7b9G4HSqwPX610B9q/YKkYJu26XPPTPqwfmtnp02cdLREREYWg16O7Zs6e1b5+ypUuXBhzbu3evz/P4+Hg8/PDDePjhhyO6li6TVSCtCI4Gbc6tO/iuZP7tAPs3yk1kTm36hOoKfn23wzOKLCPPU2l12WX2bnWZ7KRmqwt8rSUJgAGw1Wq7ranAkR3yPXuDVGudtsDWhM1LAaNJ5vF6t1joFVt9rQajPEzxUlHOKpDg2lp4ZR8vERERhSnsDSMoQnImAtevBnIvlWBojpNKbWmR73lZBYFbATuaJDSGCrkwAEoMMHaWhMGcibL9b0J/Cbo/fCatEo5GqbB6GzAcmHAXcM5VEsShyvE9/y1ht+mETIFo8touuLQI+HypzOe11UgY1ivAgKzhrCukZWHwBGDiXbKe4pXA9n9IZdn/c/vz7uP13jSDiIiIyE/YN6P97ne/a/OcRx999JQWc9rwn2qQM1GeV+72vYEL8JwH+LYDrL+ljTdRpB3CaJKbvvT3LV4p17fXy/cNRiDtXOBwSeAlCufLa775p9dBFTj4uVzfFCfB3NEo5218CGhukADqdko7hfdNeFtXAvs+lO8fLgHOvdq3nSKc6RTs4yUiIqIwhR10i4qKoHiPtQLQ0NCAkydPIiUlBeecc06nL65XCjV6y/8GLlO857ziv2mh1OuGsOyJwJ73PNc1mAG33dOTq7q1ebs2T8X1ULHcnOZsku/r75WcAynue1V1q/YAfx4GnP1zIPVM35Fkdq3Nwe6QIF1vBf55E2A/iZbKr6oETpAINlWh8J7wp1MA4ffxEhER0Wkv7KD7xRdfBD3+3Xff4be//S1uvvnmTltUr7bzNQl1CQOkfUCvYHpPaTDFA9tWAXVH5DxHk9wYljLEU/Wc/pJs/HB4uwRat1Ou3+9MCa5lXwLGWMAYI1VTQAKpzeuGM0MMEJsg48Lg17oAyLzcHWskPAelAPGp8pm8Q65+bX1TC513NRaQ4L77HZm8kJAGTJwX3rzdtvp4iYiIiNCOoBvKeeedhzlz5uDpp5/GZZdd1hlr6r1Ki6Qn1n5Sbj6LTZKbwT64Dzh+QIJgVoG0JehzbuuOAOY+gDnRt+pZWiS7m5njfcNr1R6ZamAwS9g0JXjO/+YV3/W4HVqrgUubhBCi19cVuDudUIHUXLlZzWD0hG1ArrX/Y3lfPbzq4XTneqC6VAL7/o8AGACDAci95NQ31SAiIiLSnHLQBYB+/fqhrKysMy7VM4W73e2hYqli9hsi1VWXA9j9tgRVxSDVztxLPRVYXf9hwNSHPdXeQ8WeaQnBRopVfif9s24ncMZoqZrues3TcuDN7fT06rpCBF3FEDoEJ2cDR7+R6rHBJBVeW430BTvtUu31/tmMny2fr/g5oKlWrmEweG4sy8jr2NbBRERERH7CDrpud+Cvtl0uF8rLy/H8888jKyurUxcWdfZGqYDGhPo1fQjt2e5W78N12qW3FSrQrAVVRZFrVHwbWEFNGiThr94qgdVoAlxObe5tkJYDQNodANnUQXUGPweQNSjG1j+jOUEmKQTzzT9lPcYYCeET5soNb067VIz3fSStDyV/BzJGSgCOiZXqtFsLz26Xpy95/Qy5XrCfZbj/oCAiIiJCO4LuueeeG3Azmrcnn3yyUxbUZRqPS8+sYpDtc41mCb1G7eH/2fXQVV0W/tQA7z7ceiuwfZVv2AOAusO+rzGagdKvgMPFwMlj2jH9ry1EyPXWasjVL9PGOaFCLhQAqqy93xCg/qhUZQu0qm11mYwwizEDJ45IK4PBKD9fc6JUnZvrgcR02WFt52vyXgYteHv/LPV/UDTVyA12o38F/Pzxtj8bERERnbbCDrpz5swJGnQTExMxZcoUDB48uFMXFjWqKv2iDccAS19AUbXNERrk+/qOZcZYqUTGmIGju4CP/0umFzgapQIb7tQA/cazL5cBcf3kNQ3HtbCpwueGLkCmIxhNWtVV+77L3tk/hY4xJ8iOac5m6Q122oCmIqDiO5kNnFUg7RgNVV5zevXPqE2RiO0D5BTKNYzaVAm3K3A02aFiCbm2anle8ne58Y43pREREVEIYQfduXPn4siRI7DZbMjNzcXJkyfxl7/8Bd9++y1SU1N7btD9/j3gtV/Kn2Nigb6DgWTt0XcwkDJY+lAtyZ7e2R8+kWCWmCHhLmsckHSG9MNmjw/vffU2Br0abG+QG9RU76CryAYLFd9qAU8NdbXoi4kDzr8eSDsH+Pwx+TkAsk3wyQqg6GlgxnqpYBc9DRzY6Nn21xgr49GOfA00n5Sqr76DmyVZQu7kB3wr41kFnveAIo/9Gxl0iYiIKKSwg+6WLVvw61//Grfccgvuv/9+LF68GB999BGGDBmC++67Dy6XC9dcc00k1xoZieky1cBeL+H1+H55+DMnSuBNzpJKZEOFjN+KiQXy/x8waIxUf2sOyzGjSasCmz2/ivfm38bww/8AtYfk1/ouG5CUKdcdP9uzGYNtp9dNYV0cep1NwP++Iv8gCLghTgXKijwTFw4VA4e3Ag5t3FjqUNk4wu2Sc2OT5GeaOwVIyQ7eg5szUdoVSv4On80wvKc6EBEREXkJO+g+++yzGDNmDO644w40NDRg48aNmDVrFu6++24sXboUa9as6ZlBd3ABcO8B4Kd/yYivmp+AmjKg5pB8bTwu59lPyjSDyu8Cr/HRfVoVOBvomwUc/Tdw4iAw5GLg4vu1m9wsvj2/xhgJaNZd0qurV3JTsuWmrBE3+VYrq0sD+20NMW3310aSqzn4PwqgyPe2PC2f0RQvlVtVlYDaVC1/NprlvMZjUhFPOydw4oS3nz8u7Qr6eLKK3cAbszw3uflvUEFERESntbCD7u7du/GXv/wFKSkp+Oyzz+BwOHDFFVcAAC666CK88sorbVyhGzNZpMrYN8jkCHuDVFr9A3DNIaBZG4/VVC2P8v/1fe2uV4E97wDp5/u2RKTkyNfYPsCRHUCfQQDccmNW9Y8yUaH8G2DbC1LVrfzed1auritDrj+DSdoPALT0Ee//RLb9dTRqlWptJ7XUXPmHgMsOwACceYnM0C1e2fr0itIiqXwfPyBVZMUgP3f9Jrd9H0lvMMMuERERoR1B12QytdyM9tVXXyE1NRXDhw8HANTW1iIhISEyK4wmRdE6ArzaAswJwIDh8vDXVOMJwbU/yZSBg5u9Ah9kzNfhbfLweS8jkDRQqrJ1R7RWB7PcoBaTALibJUh//pgEcNV7woKC6LcuGAGEmKUL+K1PP+aSPlpHk7ZzGqSCW3NIbvxzNEpA7pMhYd7RID8Xly1wekVpke9GGoBUggH5GSqKvE9rUy+IiIjotBJ20M3Ly8Nrr72GpKQkvP/++/jZz34GADh27BheeOEF5OXlRWyRUZE0SCqkbpe0CLhd2p/d2nHtoWpTA1QAccnyyPD67J8/Duxa73k+aCyQfp5WBf5JHm6nhMBar1FiTqf0vepVYmibOBjNEu76nCGH3Q6pjDqbArfYjahWQi6AkMHb0QT8tMX3WOV3ctNZUiZQUwrsfksCrq0WLT/beqvvaw4VS8XbnxLjafswxbU99YKIiIhOG2EH3XvvvRczZ87Epk2b0L9/f9xxxx0AgCuvvBKqquLhhx+O2CKjwmCQbXPb4nZ7gmpLENb+7HYCly4CLElA2RYJuRPvQksIPPI1sOkPUt1srpeWCcUgrQy2Oqnset9spofrWu++VUXWajRLWFQMnnOddqmYdgWDKfC9zYnA0R3Bz3fYtLFjqry2qQY+lepdrwHnXu2pzmYVaD3Jfptp5M/yBH726BIREZGXsIPu8OHD8cknn+DgwYMYNmwY4uLiAACLFy/G6NGjMWDAgIgtslsJJxDnXQ+knAkMugDoOwg4vB2w7gTqyoG+mTImq6EKsPQBVAU462fAyBnA4RLg2zdlgwhXs4TAhAES7lp+Za9t0OBu8ux+ptPn/RqMWhuGFsKjMXc32BbBTrtkV3+KERhzqwTU7970tCB4f9/lkA0k9OCaMxG4dDGwabG8TjFIyOWmEURERBRC2EEXkM0hRowY4XNMb2EgjfeWwPaTQHx/CXLmRAmc3tVfcxxg6gMMvUw2Vih5ATBqvbt6QozrB5wsl6onIL3Ch0u0mbJBNpdwNQfvMlAMEiBbAnAn3simGIJfz+0fsBW5AS82SVo5JsyTfwD4V31V7Wf3/bu+Vdrxs6VNhNsAExERURjaFXQpDIeKPWG26YSnEhsTJwHTaZOqMFQgtq+MEVPdwGd/lPYFqPLcYJRgWn9UfmVvMMrXEz8ACWmAQduxTdUmHDibtSDtkKkNqsv3BjHVHfyGMUBrf1A8791eYb9GlS1+m+tkq+NDJUCfgSHOVeQ8vaq7daXc2DZsKlA4v/1rJCIiotMOg25n03c8O1khz/WxW43HZJ6sOU4qmid+BI7/ICO1hkz2bH+rtxm4XQDCaDtQDFoQjvHM6zUbPc+heNoXXM3SEuB2aNfXtBpU9d6DCEx5cDQC9eUhvql6bjLbuhLY+KA8//FzORbujmilRawAExERnaYYdDubvuNZ0dPAgU8kRCpGz6zYr5bLeC1A+m/1IGtKkNmw7e2nVd1aiG3jdQav8BsTq7UxGDzXUF0SgvUg7HmD0NfUX69fo71UbVc075FhvifIWvdvlJsADQb56r317wf3AQc2AUMvlZvXvEOtdxtJqNm8wTAcExER9QoMupGQMzHw1+36Vr761rVup/xq3pwgO4LVWz0BOIAeKDsQJnV6OwVamcqgGLR5vgnatsWK1tGg9fS6HL69uCHDreK5IU6vCOs3xnkHZ1ezjBcLRXXLphlZBQDcEnIB2dwDkJBb8jf5c8kPwDf/BOJSPKH2ULFs+GEwSstIODN2OxqOiYiIqNth0I2k8bN9f8V+qFhaGVKHSu9tep6E4OKVUtX03+K3xSkE3PZQ3dqoriBhWFFk7eZEr6kOkEqwU+sNbgm+auib3bxbLRSDXEdRALcKCbP6DGPt9apL2kDMiZ6d1fpkyPcObPKsTVWlFSI1F2g8IT9rU7z2c9W2HjbFB67Hv3qr91jH9/Nch0GXiIioRzK0fQp1mqwCCYmNJ6RVofAeCWdulwS57ky/6c1+UjZ2aKqRbYmb66Voa04E4lPlRrnENJnxGxOn9Ql7X0drtXA0euYJ2+oAe72MS1NV6TOO6wckpkuozRwnLQ6WvvI9S7Jc66yfyc+zZcOIePnZGozys3Y0SmBNTJOvjkbftejV2+3/kK+lRb5/R/p1wrF1JbDuF/KViIiIugVWdKNJ79/17//c8SLQcFw7qSu29z1FzubAXdpMidKWAS24GmLkHIfWh+xyBM7eDdVvvPMV6Sk2mqWiu+d92QXt3GsBxQSUfiHHcyZJ3/MZo4DsC+U1u14HnA75sfqH1mDV28L5wf+OWnMqN8sRERFRxDDoRpvev+v9vGA28NkSSIE9Sm0KkeY4CTga4BPajSZtKkSCfI2J1bYztkk1V58KocQAMWatL1gLvapL2/a4CfhhkzwAbcSaG4ACHNkBDP0/WsVXldFlU34PVO2V+btp50o1WjFKtXbwhcDud+U9Y/vI847Yv1GrRJuljcP7ZjkiIiLqMlEPum63GytWrMDrr7+Ouro6jBkzBosWLUJ2dnbQ81999VUsWrQo4PjGjRtDvqbHcTTKr+qhyK/wew2/yrQ+1aGFAhi1kWgmi9aaECvV2ov/CxhwjvTn1pTKjnE/fo6WsWOq6jcrWJUe5/0fywOQXeL6ZgLJg4HqH4Hyb4DkbHkelyotDRPvAiq/BwZeAKQMAfZvkskYqhvY/wkw5UEgM98zyziYYVNlbU679AIPm9q5P0YiIiLqkKgH3WeffRavvPIKli5divT0dDz55JOYNWsW3n//fcTGxgacv3fvXhQWFuLRRx/1Od6vX79oLblzBRtdpc/e7S3V3HAZYjzht9kr4A+eCJysBGp+AjJGAGf/XJ7XVwCmWOBkFTB8mgTKHS/KNsJ6qLb0lWvpu8Sd+EEe/kwJQHKWFnyzgBMH5Pyyr2REnQjOAAASCUlEQVS+cVwy0NwgYbePtlOdovjdTKdVhi+4WdoqDn4uLROs5hIREXULUQ26drsdq1evxoIFCzB58mQAwPLlyzFp0iR8+OGHuOaaawJes2/fPowaNQoDBgyI5lIjI9ToKr13d+drsu1t88kg2+f2Qj7zer0c+Ro4XCxVbnOC/GwyxwG7NgAOO9AnHTjrctkO+bI/yHi2H78EsvKBkTdLu0PtEdlmuOYnedRqXxuq5D0cDUDVHnn4UwyywYfRJJXgfR9LIO6bBZjj/arSmiGTgZHT5ftERETULUQ16H7//fdobGzE+PHjW44lJibi3HPPxfbt20MG3RtuuCGay4wc/5ufip4GvnzSM2c3ZyIw4kY5b++HQPn/StXQ2dj2tXs0vxvwDArgVKVa6nZ5bhK74rHgN4kVzgcuvFMqsk679Pym5gL9zkRA+4SjCag95BuC9YetRs7Rt0t2O4Dd78hDF9/f0/7g/eibFakfDhEREXVQVINuRYVsi5uenu5zPC0tDeXlgVvBlpeXo66uDlu2bMHzzz+Puro6jBw5EgsWLEBOTk40lhw+/80hgtFbFBpPyGitA5/Ice879fUKb1aBVH9PVkZn/V3KO4wqgNGibU7hkv5dfVqC/418OoNRtlZGnOeY2yVTHlx2T/h1O2UEWf+z5OHPVhc8BNf+JBtPAFLpbTwGHP3a97WKASj4DXD5I6fygyAiIqJOFNWg29TUBAAwm80+x81mM+z2wF/V79u3DwBgMBjw+OOPo7GxEX/9618xffp0vPfeewHtDHV1dairq/M5ZrVaO/MjBBfueCnv8WLfvycV22B36ut9vMOmAoe3Acf2eyYSdLvRY2GMQzNaAJdNqtP+I8X8rzX4QrkZLXWozNBt7za8AT3QXq0Ebm1zC/1n6bRpY85U+QyWJMByHpB+nu81VVU2nvCvANeUAbWH5XqqGzhcEv46iYiIKOKiGnQtFgsA6dX1Drt2ux3x8YG9jZMnT0ZxcTGSk5Nbjj377LO45JJL8MYbb2D2bN8wuXbtWqxYsSJCq2/FzvUSoowm+draeCm9KmmKB6w7JXgB8trSIvnzO3Okh7TxhPSpGk1yXN+Kt7sYPEHC4tEdrZ9nMALuVvYmUQyQbYNNMgEhtg9w4mD7t99ta/veoJVffXav3vagVYH18AvITWjxqfI4Y5Tve6pu7UY5K3dQIyIi6maiGnQHDhwIAKisrERiomcnsMrKSgwdOjToa7xDLgDEx8cjMzMTR48eDTj31ltvxbXXXutzzGq1YsaMGae69NBKi4DqUgDazmGKMbzxUnoQ3rleXl+xW0LakMkS1BSjhChHk3w1xnh2AOsujnwt/altiYmVzwGtmqtoY7osydIHa2/wbAXssssEA5e9/dvvdmT7XoMBMGjjzXRubStkPfzqFWDv8KtTDFJ57jNQJj4QERFRtxHVLYCHDx+OxMRElJR4fsV78uRJ7N69G+PGjQs4f/Xq1Zg0aZJPW0N9fT1KS0sxbNiwgPOTkpKQmZnp88jIyIjMh9EdKpbtby19AShA/2Hhj5caPxs450pt+9x+EtIAqTw6bBJw7Q1af6nba2ZsN+FqBuoD/8HhYZCHs1nbJCLOE3IT04Cb1gE3vwqM+iWQe6m0LDhtMjfXZQ9/+11dR7fvDVi2QSq/cclAnzQZP5aSDSQNBBL6S8XZaNIq0URERNRdRfX/1GazGbfccguWL1+OTZs2Yc+ePbj77ruRnp6OqVOnwuVyoaqqCjabDQAwZcoUNDY24v7778eBAwewc+dOzJkzB3379sV1110XzaWHllUgN5bZagGo0k+7dWX7Xu8dzkbcKL9yHzRaC1rpgKWPVDkVI6QnFvLn4VdqG010FQOQOFBCa/wAbW3arFlTHJA5Vj6D6pJQPPRSCbWjfglct8rTxnHVU8DgAgn8/YZIKD7r8va3Aug90GNntr/toc2PapTRYfrfSYo2f7dPhvwjxRyPlr8bIiIi6haiXpKaN28ebrjhBixcuBA333wzVFXFCy+8ALPZjPLyckyaNAkffPABACAnJwdr1qxBdXU1pk+fjpkzZyI5ORkvvvhi0J7eLpEzEUjJgUwL0PqO929s3+v9w1nORKDwHsCSIlVeWz3QdFx2/oIqmxVY+gClX51ilVfxVFjb+7oBwyXguuyy+cKNa4HRt8oNXf3OlOAb20d+3e+0yXl7/ltm3l71VGAI1QO/0y7hfcSNHftIORNl3Fg0+mWNJiBWq8YnDdT6f4mIiKi7iPrOaEajEQsWLMCCBQsCvpeZmYm9e/f6HBsxYgTWrFkTpdV10Iib5MYyt6tjW8AGG5ulB+AvnwTKigCn17QCgwkSrE1A0hnA8QNaLy/Q0gfbFqNZQrIhRru2Nj3BaPZqkwgWohWpuI64ScKp/1xbfStcg9arXPql72tD3ajnPZGivZMWiIiIiIKIetDtlfTg1tYc3fbSw95PW3yP980C8mcBxSul5cFokikObqeMwdIlpAEZeTKqa9cGqQrDAMANmPsAk++TKQffvysh3WAEzrlKbh47fgA4VALY64HEDCAzH9jzHgBVWjW2rZL3LJzvu17vsAoAxlip5gJt/yMg1JxcIiIiog5g0O0s42d3XsD1ljMRyJkM7P9YnisGIHuCvFdGnoRKU7yEXnuDtCKY4qRtQO+DBaSd4KPfoaVKa6uWr1c95dmNLasAsO7yzARWFODyx+S91v0Cnk4XN1B3WM7TP7vPerX3/HIZEJci7QyNx4EzL47Mz4iIiIgoCAbdnmDiPKD8G2lPMMV5+le9Q6V36HU0eiqqXy6TP4+fLVXY4/uk9UF1e9oIvK+z8aHgM4GHTZW2BH2Or0Ebd9bazGB9Jzg3ZPzWhHkR+xERERER+WPQ7QlyJgLXr269f9X/1/7BNk/In6VVa93B2whamwmsh9ltq6StQa/4ttWKwL5bIiIi6iIMuj1Fe/tXg22eoPfThuol1mcCm+KCtxro7RlbV4bfj8y+WyIiIuoinHjfW4XaPGH8bOCXbwYPqPprFKO0Gpx5ibQ+6FsT61q7BhEREVE3wYpub9WRtgHv1+g3uHm3PrAyS0RERD0IK7q9WUc2T9Bf42j0tD64XRJ+iYiIiHoQBl0KLlTrAxEREVEPwdYFCo4TE4iIiKiHY9Cl0DgxgYiIiHowti4QERERUa/EoEtEREREvVKvb11wuVwAAKvV2sUrodOZ/t+f/t8jERERRV6vD7pVVVUAgBkzZnTxSojkv8fs7OyuXgYREdFpQVFVVe3qRUSSzWbDt99+iwEDBsBoNHb1clpYrVbMmDEDL7/8MjIyMrp6ORFzOnzOcD6jy+VCVVUVzj//fFgsliivkIiI6PTU6yu6FosFY8eO7eplhJSRkYHMzMyuXkbEnQ6fs63PyEouERFRdPFmNCIiIiLqlRh0iYiIiKhXYtAlIiIiol7JuHjx4sVdvYjTVWxsLAoKChAbG9vVS4mo0+Fzng6fkYiIqKfp9VMXiIiIiOj0xNYFIiIiIuqVGHSJiIiIqFdi0I2QiooKzJ8/HwUFBRg1ahTuuOMO7N+/P+T51dXVuOeeezBu3Djk5+fj97//PRoaGqK44vZr72d89dVXcfbZZwc8ysrKorjqjvvxxx8xatQovP766yHPaW5uxh/+8AdceOGFGDVqFObNm4djx45FcZVERESkY9CNAFVVcfvtt8NqtWLVqlXYsGEDLBYLbrvttpDhdd68efjpp5/wj3/8AytWrMCWLVuwcOHCKK88fB35jHv37kVhYSG++uorn0dP2EjC4XBgwYIFaGxsbPW8RYsWoaioCM888wzWrl2Lw4cPY+7cuVFaJREREXlj0I2AY8eOITc3F3/6059w/vnnIzc3F//5n/+JY8eOYd++fQHn79ixAyUlJXj00Udx3nnnoaCgAA8//DDef/99HD16tAs+Qdva+xkBYN++fRg+fDgGDBjg8+hOWzOH8swzzyAhIaHVc6xWK9555x08+OCDGDt2LEaMGIHly5djx44d2L59e5RWSkRERDoG3QgYMGAAli9fjiFDhgCQULhq1SqkpaXhrLPOCjh/+/btSE1NxdChQ1uOjRkzBoqidNuA1N7PCEjQ9f6MPcW2bduwfv16PPbYY62et2PHDrjdbowbN67lWHZ2NjIyMrBt27ZIL5OIiIj8xHT1Anq7Bx54AG+99RbMZjOee+65oFXByspKZGRk+Bwzm81ISUmB1WqN1lI7LJzPWF5ejrq6OmzZsgXPP/886urqMHLkSCxYsAA5OTnRX3SY6urqcN999+Ghhx7CwIEDWz23oqICycnJiIuL8zmelpaG8vLySC6TiIiIgmBFN8JmzZqFDRs24D/+4z8wZ84cfPvttwHnNDU1wWw2Bxw3m81obm6OxjJPSTifUW9nMBgMePzxx7Fs2TI0NDRg+vTpqKqqivaSw7Z48WJccMEFuPLKK9s8t6mpCSaTKeC42WyG3W6PxPKIiIioFQy6ETZs2DDk5eXhT3/6EwYNGoR169YFnGOxWIIGIbvdjvj4+Ggs85SE8xknT56M4uJiLF26FOeddx7y8/Px7LPPQlVVvPHGG12w6ra9/fbb2L59O8LdPNBiscDhcAQc7yl/j0RERL0Ng24EVFZW4r333oP3pnMGgwFDhw5FRUVFwPkZGRmorKz0OWa321FdXR3Q0tBdtPczAkBycrLP8/j4eGRmZnbbG+7eeOMNHD9+HBdffDFGjRqFUaNGAQD++Mc/Ytq0aQHnZ2RkoLa2NqAKH6w1hYiIiCKPQTcCysvLsWDBAnz99dctxxwOB3bv3o3c3NyA8/Pz81FVVYWDBw+2HNNvQhs7dmzkF9wB7f2Mq1evxqRJk3wq1/X19SgtLcWwYcOisub2euKJJ/DBBx/g7bffbnkAwJ133om///3vAeePGTMGAFBSUtJyrKysDFarFfn5+dFZNBEREbVg0I2AvLw8FBQUYOHChdi+fTv27duH+++/HzU1NbjtttvgcrlQVVUFm80GABg5ciRGjx6Ne+65Bzt37kRJSQkWLlyIq6++Gunp6V38aYJr72ecMmUKGhsbcf/99+PAgQPYuXMn5syZg759++K6667r4k8TXHp6OrKzs30eANCvXz8MGjQIAFBVVdUyNzg9PR3Tpk3DokWLsHXrVuzatQvz58/HuHHjWqrBREREFD0MuhFgMBjwzDPPYMyYMfjtb3+LG264AbW1tXj55ZeRlZWF8vJyTJo0CR988AEAQFEUrFixAllZWbj11lsxd+5cTJgwIeze0K7Q3s+Yk5ODNWvWoLq6GtOnT8fMmTORnJyMF198sUf3r06aNAmrV69ueb5kyRJMmDABc+fOxcyZMzF48GA89dRTXbhCIiKi05eiejdZEhERERH1EqzoEhEREVGvxKBLRERERL0Sgy4RERER9UoMukRERETUKzHoEhEREVGvxKBLRERERL0Sgy61qbi4GGeffTa2bNkS9Ptvvvkmzj77bJSVlUV5ZUREREShMegSERERUa/EoEtEREREvVJMVy+Aut6UKVMwbdo0OBwOvPnmmwCAiy66CA8++CBSUlK6eHVEREREHcOgSwCA9evXIzMzE0uWLMGJEyewbNkyHDx4EBs2bGg5x+12w+l0BrzW7XZHc6lEREREYWHQJQCAqqpYs2YNkpKSAACpqamYO3cuNm/ejISEBADArFmzunKJRERERO3CoEsAgEsuuaQl5ALApZdeipiYGGzbtg0XX3wxAGDhwoUYMWJEwGs3b96MFStWRGupRERERGFh0CUAQHp6us9zg8GAlJQU1NbWthwbMmQI8vLyAl67f//+iK+PiIiIqL04dYEAANXV1T7PXS4XqqurkZqa2kUrIiIiIjo1DLoEAPjiiy/Q3Nzc8vyTTz6B0+nEhRde2IWrIiIiIuo4Bl0CAFRVVeH222/Hp59+ipdffhkPPfQQJkyYgAkTJnT10oiIiIg6hD26BAC4/PLLkZaWhnvvvRdxcXG49tprMX/+/K5eFhEREVGHKaqqql29COpaU6ZMwejRo/HEE0909VKIiIiIOg1bF4iIiIioV2LQJSIiIqJeia0LRERERNQrsaJLRERERL0Sgy4RERER9UoMukRERETUKzHoEhEREVGvxKBLRERERL0Sgy4RERER9Ur/H7XbOmjiybF0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "#酸物质和ph图散点\n",
    "acidity_related = ['fixed acidity', 'volatile acidity', 'total sulfur dioxide',\n",
    "                   'sulphates']\n",
    "\n",
    "plt.figure(figsize = (10,6))\n",
    "\n",
    "for i in range(4):\n",
    "    plt.subplot(2,3,i+1)\n",
    "    sns.regplot(x='pH', y = acidity_related[i], data = df, scatter_kws = {'s':10}, color = color[1])\n",
    "plt.tight_layout()\n",
    "print(\"Figure 10: pH vs acid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rayest/anaconda3/lib/python3.7/site-packages/seaborn/regression.py:574: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 11-2: Scatter Plots of Alcohol, Volatile Acid and Quality\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 583.2x432 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#多变量分析 酒精挥发性酸柠檬酸散点图\n",
    "sns.lmplot(x = 'alcohol', y = 'volatile acidity', col='quality', hue = 'quality',\n",
    "           data = df,fit_reg = False, size = 3,  aspect = 0.9, col_wrap=3,\n",
    "           scatter_kws={'s':20})\n",
    "print(\"Figure 11-2: Scatter Plots of Alcohol, Volatile Acid and Quality\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 12: pH with Fixed Acidity and Citric Acid\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#平衡 非挥发性酸柠檬酸 散点图\n",
    "# style\n",
    "sns.set_style('ticks')\n",
    "sns.set_context(\"notebook\", font_scale= 1.4)\n",
    "\n",
    "plt.figure(figsize=(6,5))\n",
    "cm = plt.cm.get_cmap('RdBu')\n",
    "sc = plt.scatter(df['fixed acidity'], df['citric acid'], c=df['pH'], vmin=2.6, vmax=4, s=15, cmap=cm)\n",
    "bar = plt.colorbar(sc)\n",
    "bar.set_label('pH', rotation = 0)\n",
    "plt.xlabel('fixed acidity')\n",
    "plt.ylabel('citric acid')\n",
    "plt.xlim(4,18)\n",
    "plt.ylim(0,1)\n",
    "print('Figure 12: pH with Fixed Acidity and Citric Acid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
